diff --git a/.gitignore b/.gitignore
index e12c099fc5868412417b8b9f52251161ee0217ed..470aca5314b4706dc53c5849fbb13ccf5820d9c2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,6 @@
*.pyc
model_infos.json
space
-.venv
\ No newline at end of file
+.venv
+results
+mteb
diff --git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl
index 5546ac869d7d1b718a653b6abc5e0cdf7104af05..7752d92ccee0184e10bf19ff41107211517ee3a5 100644
--- a/all_data_tasks/1/default.jsonl
+++ b/all_data_tasks/1/default.jsonl
@@ -1,209 +1,233 @@
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+{"index":322,"Rank":329,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":"","RedditClusteringP2P":"","StackExchangeClustering":"","StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":32.92}
+{"index":327,"Rank":333,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":45.64,"RedditClusteringP2P":"","StackExchangeClustering":53.01,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":42.01}
+{"index":328,"Rank":334,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":40.79,"RedditClusteringP2P":"","StackExchangeClustering":55.14,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":37.64}
+{"index":329,"Rank":335,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArxivClusteringP2P":"","ArxivClusteringS2S":"","BiorxivClusteringP2P":"","BiorxivClusteringS2S":"","MedrxivClusteringP2P":"","MedrxivClusteringS2S":"","RedditClustering":31.78,"RedditClusteringP2P":"","StackExchangeClustering":36.86,"StackExchangeClusteringP2P":"","TwentyNewsgroupsClustering":29.33}
diff --git a/all_data_tasks/10/default.jsonl b/all_data_tasks/10/default.jsonl
index c8bb47b2f5a811b918390233a6e06a3052943b1b..c3ddc5c781db83a1b34540d172b4c626d62ca022 100644
--- a/all_data_tasks/10/default.jsonl
+++ b/all_data_tasks/10/default.jsonl
@@ -1,71 +1,68 @@
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-{"index":186,"Rank":3,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":91.55,"Cmnli":92.54,"Ocnli":90.56}
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-{"index":39,"Rank":6,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":89.88,"Cmnli":92.49,"Ocnli":87.26}
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-{"index":15,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":88.52,"Cmnli":91.81,"Ocnli":85.22}
-{"index":12,"Rank":9,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.1,"Cmnli":90.77,"Ocnli":85.44}
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-{"index":48,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
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-{"index":17,"Rank":16,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
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-{"index":292,"Rank":19,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
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diff --git a/all_data_tasks/11/default.jsonl b/all_data_tasks/11/default.jsonl
index 7d7843aff9ebee55b194713b9a5a736a1ff31fa5..6610ea131be3a363dbbf035bf5dd1ac064380a1f 100644
--- a/all_data_tasks/11/default.jsonl
+++ b/all_data_tasks/11/default.jsonl
@@ -1,86 +1,84 @@
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diff --git a/all_data_tasks/12/default.jsonl b/all_data_tasks/12/default.jsonl
index 15f901f8c971fc0e9819567d16e258ed07913242..db4a53ea5443beacf933e48551e1bcd189d6615b 100644
--- a/all_data_tasks/12/default.jsonl
+++ b/all_data_tasks/12/default.jsonl
@@ -1,78 +1,77 @@
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diff --git a/all_data_tasks/13/default.jsonl b/all_data_tasks/13/default.jsonl
index 9c950e4fcfa86ee0c9a0aeb0fb1178b0794a01ad..c08a1357663c3f8396d3ccfe80374be22c54e56d 100644
--- a/all_data_tasks/13/default.jsonl
+++ b/all_data_tasks/13/default.jsonl
@@ -1,95 +1,94 @@
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+{"index":288,"Rank":302,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.9,"STSB":""}
+{"index":289,"Rank":303,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":30.47,"STSB":""}
+{"index":290,"Rank":304,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":33.55,"STSB":""}
+{"index":294,"Rank":307,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""}
+{"index":297,"Rank":308,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
+{"index":300,"Rank":309,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
diff --git a/all_data_tasks/15/default.jsonl b/all_data_tasks/15/default.jsonl
index d4530731ce2ee850f1f2f2dbf4efbe6321e52612..231e37d5ffd9104fa78cd9c53c3e41a28c5f5ab0 100644
--- a/all_data_tasks/15/default.jsonl
+++ b/all_data_tasks/15/default.jsonl
@@ -1,21 +1,21 @@
-{"index":26,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
+{"index":27,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
{"index":19,"Rank":2,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":59.16,"AngryTweetsClassification":53.8,"DKHateClassification":60.09,"DanishPoliticalCommentsClassification":36.6,"LccSentimentClassification":57.33,"MassiveIntentClassification (da)":60.55,"MassiveScenarioClassification (da)":64.16,"NordicLangClassification":77.68,"ScalaDaClassification":63.08}
{"index":15,"Rank":3,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.9,"AngryTweetsClassification":52.14,"DKHateClassification":62.13,"DanishPoliticalCommentsClassification":35.04,"LccSentimentClassification":56.27,"MassiveIntentClassification (da)":57.03,"MassiveScenarioClassification (da)":60.43,"NordicLangClassification":85.27,"ScalaDaClassification":62.85}
-{"index":25,"Rank":4,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
-{"index":50,"Rank":5,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
+{"index":26,"Rank":4,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
+{"index":53,"Rank":5,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
{"index":14,"Rank":6,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":57.68,"AngryTweetsClassification":52.14,"DKHateClassification":61.73,"DanishPoliticalCommentsClassification":34.84,"LccSentimentClassification":51.4,"MassiveIntentClassification (da)":56.69,"MassiveScenarioClassification (da)":61.93,"NordicLangClassification":84.69,"ScalaDaClassification":57.99}
-{"index":32,"Rank":7,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
-{"index":28,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
-{"index":20,"Rank":9,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
-{"index":33,"Rank":10,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
-{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
-{"index":22,"Rank":12,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
-{"index":21,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
+{"index":34,"Rank":7,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
+{"index":29,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
+{"index":21,"Rank":9,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
+{"index":35,"Rank":10,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
+{"index":54,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
+{"index":23,"Rank":12,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
+{"index":22,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":46.67,"AngryTweetsClassification":44.46,"DKHateClassification":59.36,"DanishPoliticalCommentsClassification":28.32,"LccSentimentClassification":47.2,"MassiveIntentClassification (da)":42.84,"MassiveScenarioClassification (da)":49.64,"NordicLangClassification":51.45,"ScalaDaClassification":50.12}
-{"index":31,"Rank":15,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
-{"index":24,"Rank":16,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
+{"index":32,"Rank":15,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
+{"index":25,"Rank":16,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
{"index":6,"Rank":17,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":45.58,"AngryTweetsClassification":44.58,"DKHateClassification":55.53,"DanishPoliticalCommentsClassification":28.97,"LccSentimentClassification":41.2,"MassiveIntentClassification (da)":37.98,"MassiveScenarioClassification (da)":40.44,"NordicLangClassification":62.45,"ScalaDaClassification":53.53}
-{"index":36,"Rank":18,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
+{"index":39,"Rank":18,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":33.61,"AngryTweetsClassification":40.52,"DKHateClassification":52.28,"DanishPoliticalCommentsClassification":25.17,"LccSentimentClassification":36.67,"MassiveIntentClassification (da)":6.51,"MassiveScenarioClassification (da)":11.5,"NordicLangClassification":44.53,"ScalaDaClassification":51.66}
{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":45.61,"MassiveScenarioClassification (da)":54.87,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":63.67,"MassiveScenarioClassification (da)":71.61,"NordicLangClassification":"","ScalaDaClassification":""}
@@ -24,29 +24,32 @@
{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":35.53,"MassiveScenarioClassification (da)":42.65,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AngryTweetsClassification":56.08,"DKHateClassification":"","DanishPoliticalCommentsClassification":40.88,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":61.0,"ScalaDaClassification":50.43}
{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":71.81,"MassiveScenarioClassification (da)":77.61,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.0,"MassiveScenarioClassification (da)":51.92,"NordicLangClassification":"","ScalaDaClassification":""}
+{"index":10,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.0,"MassiveScenarioClassification (da)":51.92,"NordicLangClassification":"","ScalaDaClassification":""}
+{"index":11,"Rank":28,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":62.97,"MassiveScenarioClassification (da)":68.93,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.18,"MassiveScenarioClassification (da)":45.44,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":43.56,"MassiveScenarioClassification (da)":44.75,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":55.06,"MassiveScenarioClassification (da)":64.26,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":51.23,"MassiveScenarioClassification (da)":53.52,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":39.67,"MassiveScenarioClassification (da)":44.68,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":23,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":72.53,"MassiveScenarioClassification (da)":76.76,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":27,"Rank":35,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":71.81,"MassiveScenarioClassification (da)":77.61,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":29,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":49.54,"MassiveScenarioClassification (da)":52.53,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":30,"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":46.93,"MassiveScenarioClassification (da)":49.11,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":34,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":58.25,"MassiveScenarioClassification (da)":65.24,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":35,"Rank":39,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.43,"MassiveScenarioClassification (da)":49.47,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":37,"Rank":40,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
-{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":38.47,"MassiveScenarioClassification (da)":39.93,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":39,"Rank":42,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":52.33,"MassiveScenarioClassification (da)":62.55,"NordicLangClassification":"","ScalaDaClassification":""}
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-{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":48.42,"MassiveScenarioClassification (da)":57.28,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":42,"Rank":45,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
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-{"index":44,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":38.82,"MassiveScenarioClassification (da)":48.36,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":45,"Rank":48,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":41.76,"MassiveScenarioClassification (da)":51.44,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":46,"Rank":49,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":47.69,"MassiveScenarioClassification (da)":55.79,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":47,"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":32.25,"MassiveScenarioClassification (da)":41.14,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":48,"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":56.74,"MassiveScenarioClassification (da)":63.07,"NordicLangClassification":"","ScalaDaClassification":""}
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+{"index":20,"Rank":34,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
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+{"index":44,"Rank":47,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":48.42,"MassiveScenarioClassification (da)":57.28,"NordicLangClassification":"","ScalaDaClassification":""}
+{"index":45,"Rank":48,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":"","ScalaDaClassification":""}
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+{"index":47,"Rank":50,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":38.82,"MassiveScenarioClassification (da)":48.36,"NordicLangClassification":"","ScalaDaClassification":""}
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+{"index":51,"Rank":54,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":56.74,"MassiveScenarioClassification (da)":63.07,"NordicLangClassification":"","ScalaDaClassification":""}
+{"index":52,"Rank":55,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
diff --git a/all_data_tasks/16/default.jsonl b/all_data_tasks/16/default.jsonl
index 899728f7ee59409a0ea35ac6c54980c887beee0f..4c98d196cb387f61a5eb59c28705e775cfa4fe4f 100644
--- a/all_data_tasks/16/default.jsonl
+++ b/all_data_tasks/16/default.jsonl
@@ -1,84 +1,83 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":43,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":23,"Rank":3,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":24,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":11,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
-{"index":8,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":38,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":49,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":36,"Rank":9,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
-{"index":94,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
-{"index":29,"Rank":11,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
-{"index":10,"Rank":12,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
-{"index":0,"Rank":13,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.61,"AmazonReviewsClassification (fr)":41.59,"MasakhaNEWSClassification (fra)":81.4,"MassiveIntentClassification (fr)":62.83,"MassiveScenarioClassification (fr)":69.71,"MTOPDomainClassification (fr)":90.05,"MTOPIntentClassification (fr)":66.09}
-{"index":4,"Rank":14,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
-{"index":64,"Rank":15,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
-{"index":3,"Rank":16,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.45,"AmazonReviewsClassification (fr)":41.98,"MasakhaNEWSClassification (fra)":76.42,"MassiveIntentClassification (fr)":66.94,"MassiveScenarioClassification (fr)":72.78,"MTOPDomainClassification (fr)":90.12,"MTOPIntentClassification (fr)":62.44}
-{"index":58,"Rank":17,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.39,"AmazonReviewsClassification (fr)":41.91,"MasakhaNEWSClassification (fra)":79.38,"MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":86.41,"MTOPIntentClassification (fr)":59.43}
-{"index":63,"Rank":18,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":67.57,"AmazonReviewsClassification (fr)":42.33,"MasakhaNEWSClassification (fra)":70.52,"MassiveIntentClassification (fr)":66.7,"MassiveScenarioClassification (fr)":74.58,"MTOPDomainClassification (fr)":90.39,"MTOPIntentClassification (fr)":60.88}
-{"index":2,"Rank":19,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.44,"AmazonReviewsClassification (fr)":42.15,"MasakhaNEWSClassification (fra)":82.13,"MassiveIntentClassification (fr)":63.08,"MassiveScenarioClassification (fr)":70.15,"MTOPDomainClassification (fr)":87.68,"MTOPIntentClassification (fr)":59.44}
-{"index":65,"Rank":20,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.4,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":73.18,"MassiveIntentClassification (fr)":66.3,"MassiveScenarioClassification (fr)":71.7,"MTOPDomainClassification (fr)":88.96,"MTOPIntentClassification (fr)":67.76}
-{"index":83,"Rank":21,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.36,"AmazonReviewsClassification (fr)":46.09,"MasakhaNEWSClassification (fra)":79.1,"MassiveIntentClassification (fr)":65.91,"MassiveScenarioClassification (fr)":68.53,"MTOPDomainClassification (fr)":86.2,"MTOPIntentClassification (fr)":58.33}
-{"index":66,"Rank":22,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.11,"AmazonReviewsClassification (fr)":35.11,"MasakhaNEWSClassification (fra)":75.17,"MassiveIntentClassification (fr)":66.48,"MassiveScenarioClassification (fr)":71.47,"MTOPDomainClassification (fr)":88.52,"MTOPIntentClassification (fr)":65.93}
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+{"index":48,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":24.91,"AmazonReviewsClassification (fr)":24.9,"MasakhaNEWSClassification (fra)":71.14,"MassiveIntentClassification (fr)":6.98,"MassiveScenarioClassification (fr)":11.41,"MTOPDomainClassification (fr)":25.55,"MTOPIntentClassification (fr)":9.49}
+{"index":49,"Rank":59,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":23.28,"AmazonReviewsClassification (fr)":23.52,"MasakhaNEWSClassification (fra)":62.61,"MassiveIntentClassification (fr)":6.24,"MassiveScenarioClassification (fr)":10.98,"MTOPDomainClassification (fr)":27.74,"MTOPIntentClassification (fr)":8.61}
+{"index":12,"Rank":61,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":37.53,"MassiveScenarioClassification (fr)":45.32,"MTOPDomainClassification (fr)":54.97,"MTOPIntentClassification (fr)":26.69}
+{"index":13,"Rank":62,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":32.64,"MassiveScenarioClassification (fr)":40.66,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":14,"Rank":63,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":33.16,"MassiveScenarioClassification (fr)":40.92,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":23,"Rank":67,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
+{"index":24,"Rank":68,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonReviewsClassification (fr)":31.56,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":46.89,"MassiveScenarioClassification (fr)":56.99,"MTOPDomainClassification (fr)":79.8,"MTOPIntentClassification (fr)":38.96}
+{"index":30,"Rank":70,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":38.86,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":84.23,"MTOPIntentClassification (fr)":61.32}
+{"index":31,"Rank":71,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (fr)":26.39,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.44,"MassiveScenarioClassification (fr)":45.07,"MTOPDomainClassification (fr)":65.35,"MTOPIntentClassification (fr)":46.33}
+{"index":32,"Rank":72,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonReviewsClassification (fr)":27.4,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.67,"MassiveScenarioClassification (fr)":45.92,"MTOPDomainClassification (fr)":63.13,"MTOPIntentClassification (fr)":44.34}
+{"index":33,"Rank":73,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonReviewsClassification (fr)":37.84,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":81.32,"MTOPIntentClassification (fr)":58.67}
+{"index":37,"Rank":74,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":39.47,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.27,"MassiveScenarioClassification (fr)":69.76,"MTOPDomainClassification (fr)":86.22,"MTOPIntentClassification (fr)":59.43}
+{"index":38,"Rank":75,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonReviewsClassification (fr)":39.29,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":64.58,"MassiveScenarioClassification (fr)":69.6,"MTOPDomainClassification (fr)":83.8,"MTOPIntentClassification (fr)":63.36}
+{"index":39,"Rank":76,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AmazonReviewsClassification (fr)":35.92,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":66.95,"MassiveScenarioClassification (fr)":72.91,"MTOPDomainClassification (fr)":90.98,"MTOPIntentClassification (fr)":69.12}
+{"index":40,"Rank":77,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonReviewsClassification (fr)":27.0,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":41.95,"MassiveScenarioClassification (fr)":50.59,"MTOPDomainClassification (fr)":75.57,"MTOPIntentClassification (fr)":41.12}
+{"index":41,"Rank":78,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
+{"index":47,"Rank":82,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":34.91,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.55,"MassiveScenarioClassification (fr)":63.02,"MTOPDomainClassification (fr)":86.19,"MTOPIntentClassification (fr)":66.75}
+{"index":56,"Rank":83,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonReviewsClassification (fr)":48.51,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":73.32,"MassiveScenarioClassification (fr)":77.07,"MTOPDomainClassification (fr)":89.97,"MTOPIntentClassification (fr)":76.72}
+{"index":66,"Rank":84,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
+{"index":69,"Rank":85,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":74.05,"MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":71,"Rank":87,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonReviewsClassification (fr)":23.31,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":38.41,"MassiveScenarioClassification (fr)":40.26,"MTOPDomainClassification (fr)":54.61,"MTOPIntentClassification (fr)":34.71}
+{"index":74,"Rank":89,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonReviewsClassification (fr)":33.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":54.83,"MassiveScenarioClassification (fr)":64.06,"MTOPDomainClassification (fr)":82.48,"MTOPIntentClassification (fr)":46.39}
+{"index":75,"Rank":90,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AmazonReviewsClassification (fr)":35.48,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":57.67,"MassiveScenarioClassification (fr)":66.72,"MTOPDomainClassification (fr)":85.05,"MTOPIntentClassification (fr)":51.07}
+{"index":84,"Rank":92,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":30.84,"MassiveScenarioClassification (fr)":42.42,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":85,"Rank":93,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonReviewsClassification (fr)":33.45,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.8,"MassiveScenarioClassification (fr)":63.39,"MTOPDomainClassification (fr)":76.17,"MTOPIntentClassification (fr)":53.26}
+{"index":86,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
diff --git a/all_data_tasks/17/default.jsonl b/all_data_tasks/17/default.jsonl
index d25adf0cdbd81de1df0ac8fb367dd9e9a0e8c734..23bc4a9e5fdeafa2c65e0f14f0ffc203bfc3d8cb 100644
--- a/all_data_tasks/17/default.jsonl
+++ b/all_data_tasks/17/default.jsonl
@@ -1,63 +1,60 @@
{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.56,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":43.7,"MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":63.62}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
-{"index":29,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
-{"index":94,"Rank":5,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
-{"index":28,"Rank":6,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":47.45,"AlloProfClusteringP2P":64.71,"AlloProfClusteringS2S":45.57,"HALClusteringS2S":25.37,"MLSUMClusteringP2P (fr)":44.23,"MLSUMClusteringS2S (fr)":44.58,"MasakhaNEWSClusteringP2P (fra)":61.58,"MasakhaNEWSClusteringS2S (fra)":46.1}
-{"index":4,"Rank":7,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
-{"index":31,"Rank":8,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":46.25,"AlloProfClusteringP2P":62.17,"AlloProfClusteringS2S":45.12,"HALClusteringS2S":23.56,"MLSUMClusteringP2P (fr)":43.3,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":52.88,"MasakhaNEWSClusteringS2S (fra)":53.93}
-{"index":2,"Rank":9,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.46,"AlloProfClusteringP2P":61.63,"AlloProfClusteringS2S":50.67,"HALClusteringS2S":27.44,"MLSUMClusteringP2P (fr)":45.23,"MLSUMClusteringS2S (fr)":41.48,"MasakhaNEWSClusteringP2P (fra)":56.59,"MasakhaNEWSClusteringS2S (fra)":35.18}
-{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
-{"index":3,"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
-{"index":83,"Rank":12,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
-{"index":46,"Rank":13,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
-{"index":57,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.66,"AlloProfClusteringP2P":62.09,"AlloProfClusteringS2S":32.98,"HALClusteringS2S":22.48,"MLSUMClusteringP2P (fr)":43.48,"MLSUMClusteringS2S (fr)":38.53,"MasakhaNEWSClusteringP2P (fra)":47.91,"MasakhaNEWSClusteringS2S (fra)":51.16}
-{"index":89,"Rank":15,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
-{"index":1,"Rank":16,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
-{"index":67,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
-{"index":37,"Rank":18,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
-{"index":10,"Rank":19,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
-{"index":82,"Rank":20,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
-{"index":64,"Rank":21,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
-{"index":7,"Rank":22,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
-{"index":56,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
-{"index":16,"Rank":24,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
-{"index":81,"Rank":25,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
-{"index":55,"Rank":26,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
-{"index":66,"Rank":27,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
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-{"index":65,"Rank":30,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
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-{"index":15,"Rank":34,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
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-{"index":30,"Rank":37,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
-{"index":78,"Rank":38,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
-{"index":68,"Rank":39,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
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-{"index":45,"Rank":42,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
-{"index":61,"Rank":43,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
-{"index":70,"Rank":44,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
-{"index":21,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":22,"Rank":46,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":20,"Rank":47,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":54,"Rank":48,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":69,"Rank":49,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
-{"index":88,"Rank":50,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
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-{"index":5,"Rank":52,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
-{"index":62,"Rank":53,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
-{"index":92,"Rank":54,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
-{"index":91,"Rank":55,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
-{"index":51,"Rank":56,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
-{"index":53,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
-{"index":52,"Rank":58,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
-{"index":23,"Rank":66,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":24,"Rank":67,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":38,"Rank":75,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":"","HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":43,"Rank":80,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":49,"Rank":84,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":"","HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":""}
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+{"index":4,"Rank":8,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
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+{"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
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+{"index":88,"Rank":16,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
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+{"index":65,"Rank":18,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
+{"index":35,"Rank":19,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
+{"index":10,"Rank":20,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
+{"index":60,"Rank":21,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
+{"index":81,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
+{"index":62,"Rank":23,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
+{"index":7,"Rank":24,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
+{"index":53,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
+{"index":16,"Rank":26,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
+{"index":80,"Rank":27,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
+{"index":52,"Rank":28,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
+{"index":64,"Rank":29,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
+{"index":79,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
+{"index":92,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
+{"index":63,"Rank":32,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
+{"index":34,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
+{"index":78,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
+{"index":57,"Rank":35,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
+{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
+{"index":55,"Rank":37,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
+{"index":73,"Rank":38,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
+{"index":27,"Rank":39,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
+{"index":77,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
+{"index":67,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
+{"index":61,"Rank":42,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
+{"index":89,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
+{"index":43,"Rank":44,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
+{"index":58,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
+{"index":69,"Rank":46,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
+{"index":21,"Rank":47,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":22,"Rank":48,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":20,"Rank":49,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":51,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":68,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
+{"index":87,"Rank":52,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
+{"index":76,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
+{"index":5,"Rank":54,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
+{"index":59,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
+{"index":91,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
+{"index":90,"Rank":57,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
+{"index":48,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
+{"index":50,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
+{"index":49,"Rank":60,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl
index 76f12fe2b807a601770344c6b0d55fd14fecba29..888b5a1aa9fc08a339ee662e8d9b2fc993bd8eb0 100644
--- a/all_data_tasks/18/default.jsonl
+++ b/all_data_tasks/18/default.jsonl
@@ -1,64 +1,60 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":23,"Rank":2,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":24,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":43,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":8,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
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-{"index":49,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
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+{"index":47,"Rank":80,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
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diff --git a/all_data_tasks/19/default.jsonl b/all_data_tasks/19/default.jsonl
index 2d4d1e0517c93b97f3c99fc39cde756fbef6eee5..b0bad9b485dfd20ae525bd14f98585f26b0c4673 100644
--- a/all_data_tasks/19/default.jsonl
+++ b/all_data_tasks/19/default.jsonl
@@ -1,61 +1,58 @@
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{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
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diff --git a/all_data_tasks/2/default.jsonl b/all_data_tasks/2/default.jsonl
index 8d0d63c263f29fb53c59ff610f720d8d7042e54d..01164ee34f64e7d8e315bc7ee280230b4793e316 100644
--- a/all_data_tasks/2/default.jsonl
+++ b/all_data_tasks/2/default.jsonl
@@ -1,209 +1,229 @@
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{"index":9,"Rank":28,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
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+{"index":181,"Rank":160,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.05,"SprintDuplicateQuestions":92.09,"TwitterSemEval2015":65.96,"TwitterURLCorpus":85.11}
+{"index":147,"Rank":161,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":81.03,"SprintDuplicateQuestions":90.68,"TwitterSemEval2015":67.77,"TwitterURLCorpus":84.65}
+{"index":73,"Rank":162,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.94,"SprintDuplicateQuestions":91.3,"TwitterSemEval2015":68.76,"TwitterURLCorpus":82.76}
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+{"index":260,"Rank":164,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.81,"SprintDuplicateQuestions":90.55,"TwitterSemEval2015":66.75,"TwitterURLCorpus":85.14}
+{"index":107,"Rank":165,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
+{"index":310,"Rank":166,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.8,"SprintDuplicateQuestions":95.2,"TwitterSemEval2015":62.35,"TwitterURLCorpus":84.84}
+{"index":81,"Rank":167,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.73,"SprintDuplicateQuestions":94.26,"TwitterSemEval2015":63.85,"TwitterURLCorpus":84.07}
+{"index":90,"Rank":168,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":80.65,"SprintDuplicateQuestions":93.47,"TwitterSemEval2015":63.68,"TwitterURLCorpus":84.8}
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+{"index":79,"Rank":170,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":80.57,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":69.26,"TwitterURLCorpus":83.19}
+{"index":85,"Rank":171,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":80.4,"SprintDuplicateQuestions":94.4,"TwitterSemEval2015":63.86,"TwitterURLCorpus":82.95}
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+{"index":291,"Rank":173,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.22,"SprintDuplicateQuestions":91.33,"TwitterSemEval2015":66.09,"TwitterURLCorpus":83.25}
+{"index":290,"Rank":174,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.22,"SprintDuplicateQuestions":91.33,"TwitterSemEval2015":66.09,"TwitterURLCorpus":83.25}
+{"index":285,"Rank":175,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.22,"SprintDuplicateQuestions":91.33,"TwitterSemEval2015":66.09,"TwitterURLCorpus":83.25}
+{"index":106,"Rank":176,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.84,"SprintDuplicateQuestions":92.98,"TwitterSemEval2015":62.44,"TwitterURLCorpus":84.1}
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+{"index":300,"Rank":178,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.62,"SprintDuplicateQuestions":90.89,"TwitterSemEval2015":63.76,"TwitterURLCorpus":84.2}
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+{"index":298,"Rank":180,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.53,"SprintDuplicateQuestions":84.37,"TwitterSemEval2015":70.13,"TwitterURLCorpus":84.09}
+{"index":287,"Rank":181,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.49,"SprintDuplicateQuestions":88.05,"TwitterSemEval2015":67.55,"TwitterURLCorpus":82.88}
+{"index":286,"Rank":182,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.48,"SprintDuplicateQuestions":88.84,"TwitterSemEval2015":66.76,"TwitterURLCorpus":82.83}
+{"index":199,"Rank":183,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.23,"SprintDuplicateQuestions":86.13,"TwitterSemEval2015":68.03,"TwitterURLCorpus":83.52}
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+{"index":245,"Rank":186,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":78.87,"SprintDuplicateQuestions":89.26,"TwitterSemEval2015":62.78,"TwitterURLCorpus":84.58}
+{"index":282,"Rank":187,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.7,"SprintDuplicateQuestions":91.49,"TwitterSemEval2015":62.43,"TwitterURLCorpus":82.17}
+{"index":78,"Rank":188,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":78.57,"SprintDuplicateQuestions":85.22,"TwitterSemEval2015":67.56,"TwitterURLCorpus":82.94}
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+{"index":281,"Rank":190,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.29,"SprintDuplicateQuestions":92.37,"TwitterSemEval2015":60.58,"TwitterURLCorpus":81.93}
+{"index":71,"Rank":191,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
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+{"index":156,"Rank":219,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
+{"index":250,"Rank":220,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":70.92,"SprintDuplicateQuestions":86.96,"TwitterSemEval2015":48.45,"TwitterURLCorpus":77.35}
+{"index":232,"Rank":221,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":70.33,"SprintDuplicateQuestions":69.41,"TwitterSemEval2015":60.21,"TwitterURLCorpus":81.37}
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+{"index":275,"Rank":227,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":30.61,"SprintDuplicateQuestions":17.4,"TwitterSemEval2015":30.38,"TwitterURLCorpus":44.04}
+{"index":303,"Rank":228,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":0.79,"SprintDuplicateQuestions":0.85,"TwitterSemEval2015":0.67,"TwitterURLCorpus":0.84}
+{"index":105,"Rank":271,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/all_data_tasks/20/default.jsonl b/all_data_tasks/20/default.jsonl
index 2bae5a60f722826d52de7a8790a8fe1f29de922b..a01a7e575c222e2c138213115bb123ce1aed901a 100644
--- a/all_data_tasks/20/default.jsonl
+++ b/all_data_tasks/20/default.jsonl
@@ -1,63 +1,60 @@
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+{"index":93,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
+{"index":0,"Rank":11,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
+{"index":34,"Rank":12,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
+{"index":27,"Rank":13,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
+{"index":2,"Rank":14,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
+{"index":25,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
+{"index":64,"Rank":16,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.9,"AlloprofRetrieval":49.84,"BSARDRetrieval":0.22,"MintakaRetrieval (fr)":31.25,"SyntecRetrieval":76.63,"XPQARetrieval (fr)":66.55}
+{"index":65,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
+{"index":63,"Rank":18,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
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+{"index":61,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
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+{"index":55,"Rank":23,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
+{"index":54,"Rank":24,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
+{"index":62,"Rank":25,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.15,"AlloprofRetrieval":45.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.7,"SyntecRetrieval":75.75,"XPQARetrieval (fr)":58.88}
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+{"index":16,"Rank":27,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
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+{"index":88,"Rank":30,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
+{"index":89,"Rank":31,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
+{"index":35,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
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+{"index":15,"Rank":34,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
+{"index":80,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
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+{"index":52,"Rank":48,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":13.89,"AlloprofRetrieval":5.51,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.87,"SyntecRetrieval":34.95,"XPQARetrieval (fr)":26.12}
+{"index":7,"Rank":49,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":12.94,"AlloprofRetrieval":6.83,"BSARDRetrieval":2.18,"MintakaRetrieval (fr)":1.66,"SyntecRetrieval":27.64,"XPQARetrieval (fr)":26.39}
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+{"index":21,"Rank":53,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.49,"AlloprofRetrieval":1.61,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.35}
+{"index":59,"Rank":54,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.98,"AlloprofRetrieval":1.98,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"XPQARetrieval (fr)":12.98}
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+{"index":91,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
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+{"index":50,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":1.22,"AlloprofRetrieval":0.58,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"XPQARetrieval (fr)":3.69}
+{"index":68,"Rank":85,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AlloprofRetrieval":33.2,"BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9}
diff --git a/all_data_tasks/21/default.jsonl b/all_data_tasks/21/default.jsonl
index 8cc4d00e658fa5ecdea5a72c28900f14b3217eef..296e4f8e041b67c7636c403cdf4a0d55aa5f7268 100644
--- a/all_data_tasks/21/default.jsonl
+++ b/all_data_tasks/21/default.jsonl
@@ -1,79 +1,79 @@
-{"index":29,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
-{"index":30,"Rank":2,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
-{"index":11,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
-{"index":9,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":23,"Rank":5,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":43,"Rank":6,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":24,"Rank":7,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":46,"Rank":8,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
-{"index":10,"Rank":9,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
-{"index":16,"Rank":10,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
-{"index":38,"Rank":11,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":8,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":49,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":93,"Rank":14,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
-{"index":3,"Rank":15,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
-{"index":4,"Rank":16,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
-{"index":28,"Rank":17,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"index":36,"Rank":18,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
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+{"index":73,"Rank":33,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":75.46,"STS22 (fr)":76.41,"STSBenchmarkMultilingualSTS (fr)":77.49,"SICKFr":72.49}
+{"index":77,"Rank":34,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.18,"STS22 (fr)":70.55,"STSBenchmarkMultilingualSTS (fr)":79.9,"SICKFr":75.1}
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+{"index":88,"Rank":36,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.92,"STS22 (fr)":77.91,"STSBenchmarkMultilingualSTS (fr)":75.48,"SICKFr":71.37}
+{"index":63,"Rank":37,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":74.91,"STS22 (fr)":78.68,"STSBenchmarkMultilingualSTS (fr)":76.38,"SICKFr":69.67}
+{"index":89,"Rank":38,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.55,"STS22 (fr)":71.11,"STSBenchmarkMultilingualSTS (fr)":78.16,"SICKFr":74.39}
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+{"index":62,"Rank":41,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.28,"STS22 (fr)":75.66,"STSBenchmarkMultilingualSTS (fr)":71.13,"SICKFr":70.04}
+{"index":1,"Rank":42,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.82,"STS22 (fr)":70.51,"STSBenchmarkMultilingualSTS (fr)":76.43,"SICKFr":68.51}
+{"index":69,"Rank":43,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":68.14,"STS22 (fr)":77.0,"STSBenchmarkMultilingualSTS (fr)":64.93,"SICKFr":62.48}
+{"index":76,"Rank":44,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":66.86,"STS22 (fr)":74.62,"STSBenchmarkMultilingualSTS (fr)":63.85,"SICKFr":62.11}
+{"index":5,"Rank":45,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":64.46,"STS22 (fr)":58.61,"STSBenchmarkMultilingualSTS (fr)":69.82,"SICKFr":64.95}
+{"index":58,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.34,"STS22 (fr)":77.1,"STSBenchmarkMultilingualSTS (fr)":49.97,"SICKFr":59.94}
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+{"index":52,"Rank":48,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":56.57,"STS22 (fr)":56.47,"STSBenchmarkMultilingualSTS (fr)":54.97,"SICKFr":58.26}
+{"index":48,"Rank":49,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":52.12,"STS22 (fr)":65.37,"STSBenchmarkMultilingualSTS (fr)":37.14,"SICKFr":53.86}
+{"index":59,"Rank":50,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.89,"STS22 (fr)":61.35,"STSBenchmarkMultilingualSTS (fr)":36.78,"SICKFr":54.54}
+{"index":90,"Rank":51,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":50.52,"STS22 (fr)":56.72,"STSBenchmarkMultilingualSTS (fr)":46.23,"SICKFr":48.62}
+{"index":21,"Rank":52,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.47,"STS22 (fr)":40.4,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.77}
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+{"index":51,"Rank":54,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":50.02,"STS22 (fr)":39.05,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.75}
+{"index":22,"Rank":55,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":49.93,"STS22 (fr)":38.77,"STSBenchmarkMultilingualSTS (fr)":52.25,"SICKFr":58.76}
+{"index":91,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":49.27,"STS22 (fr)":55.49,"STSBenchmarkMultilingualSTS (fr)":42.32,"SICKFr":50.01}
+{"index":49,"Rank":57,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":43.49,"STS22 (fr)":55.15,"STSBenchmarkMultilingualSTS (fr)":33.41,"SICKFr":41.9}
+{"index":50,"Rank":58,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":32.93,"STS22 (fr)":48.52,"STSBenchmarkMultilingualSTS (fr)":15.66,"SICKFr":34.6}
+{"index":23,"Rank":66,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":24,"Rank":67,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":29,"Rank":68,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":72.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":30,"Rank":69,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":76.58,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":31,"Rank":70,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":67.66,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":32,"Rank":71,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":37,"Rank":73,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":81.47,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":38,"Rank":74,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":39,"Rank":75,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","STS22 (fr)":80.38,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":41,"Rank":77,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":47,"Rank":81,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":53,"Rank":82,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS22 (fr)":79.86,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":66,"Rank":84,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":68,"Rank":85,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":71,"Rank":87,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":72,"Rank":88,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","STS22 (fr)":49.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":74,"Rank":89,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":75,"Rank":90,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":84,"Rank":92,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":85,"Rank":93,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":86,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/all_data_tasks/22/default.jsonl b/all_data_tasks/22/default.jsonl
index 6d3bb11925151b79f42534876118a5b65982fd88..c1f2089655dd0a1485a14881807a45ed9bfe14b5 100644
--- a/all_data_tasks/22/default.jsonl
+++ b/all_data_tasks/22/default.jsonl
@@ -1,62 +1,58 @@
-{"index":66,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
-{"index":56,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
-{"index":60,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
-{"index":30,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
-{"index":82,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
-{"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
-{"index":31,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
-{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
-{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":43,"Rank":10,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":24,"Rank":11,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":23,"Rank":12,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":15,"Rank":13,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":16,"Rank":14,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"index":11,"Rank":15,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
-{"index":51,"Rank":16,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
-{"index":58,"Rank":17,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
-{"index":1,"Rank":18,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
-{"index":46,"Rank":19,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
-{"index":57,"Rank":20,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
-{"index":55,"Rank":21,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
-{"index":49,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":94,"Rank":23,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":38,"Rank":24,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":8,"Rank":25,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
-{"index":83,"Rank":26,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
-{"index":3,"Rank":27,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
-{"index":29,"Rank":28,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
-{"index":64,"Rank":29,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
-{"index":65,"Rank":30,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
-{"index":81,"Rank":31,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
-{"index":67,"Rank":32,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
-{"index":68,"Rank":33,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
-{"index":28,"Rank":34,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
-{"index":63,"Rank":35,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
-{"index":80,"Rank":36,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
-{"index":4,"Rank":37,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
-{"index":10,"Rank":38,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":36,"Rank":39,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
-{"index":93,"Rank":40,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
-{"index":61,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
-{"index":79,"Rank":42,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
-{"index":52,"Rank":43,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
-{"index":88,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
-{"index":53,"Rank":45,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
-{"index":78,"Rank":46,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
-{"index":91,"Rank":47,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
-{"index":21,"Rank":48,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
-{"index":20,"Rank":49,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
-{"index":37,"Rank":50,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
-{"index":92,"Rank":51,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
-{"index":22,"Rank":52,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
-{"index":54,"Rank":53,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
-{"index":45,"Rank":54,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
-{"index":7,"Rank":55,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
-{"index":90,"Rank":56,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
-{"index":2,"Rank":57,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
-{"index":70,"Rank":58,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
-{"index":89,"Rank":59,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
-{"index":74,"Rank":60,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
-{"index":77,"Rank":61,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
-{"index":62,"Rank":62,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
+{"index":64,"Rank":1,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":32.46}
+{"index":57,"Rank":2,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
+{"index":27,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
+{"index":81,"Rank":4,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
+{"index":5,"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
+{"index":28,"Rank":6,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
+{"index":0,"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
+{"index":9,"Rank":8,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
+{"index":15,"Rank":9,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
+{"index":11,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
+{"index":48,"Rank":11,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
+{"index":16,"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
+{"index":55,"Rank":13,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
+{"index":1,"Rank":14,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
+{"index":44,"Rank":15,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
+{"index":54,"Rank":16,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
+{"index":52,"Rank":17,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
+{"index":8,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
+{"index":93,"Rank":19,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
+{"index":82,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
+{"index":3,"Rank":21,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
+{"index":26,"Rank":22,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":36,"Rank":23,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":62,"Rank":24,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
+{"index":63,"Rank":25,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
+{"index":80,"Rank":26,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
+{"index":65,"Rank":27,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":67,"Rank":28,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
+{"index":25,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
+{"index":61,"Rank":30,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
+{"index":79,"Rank":31,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
+{"index":4,"Rank":32,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
+{"index":10,"Rank":33,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":60,"Rank":34,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":34,"Rank":35,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
+{"index":92,"Rank":36,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
+{"index":58,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
+{"index":78,"Rank":38,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
+{"index":49,"Rank":39,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
+{"index":87,"Rank":40,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
+{"index":50,"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
+{"index":77,"Rank":42,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
+{"index":90,"Rank":43,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
+{"index":21,"Rank":44,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
+{"index":20,"Rank":45,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
+{"index":35,"Rank":46,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
+{"index":91,"Rank":47,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
+{"index":22,"Rank":48,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
+{"index":51,"Rank":49,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
+{"index":43,"Rank":50,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
+{"index":7,"Rank":51,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
+{"index":89,"Rank":52,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
+{"index":2,"Rank":53,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
+{"index":69,"Rank":54,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
+{"index":88,"Rank":55,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
+{"index":73,"Rank":56,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
+{"index":76,"Rank":57,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
+{"index":59,"Rank":58,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
diff --git a/all_data_tasks/23/default.jsonl b/all_data_tasks/23/default.jsonl
index 8cce9fa388b252e2822a8f84bba8321d20dfdbbc..d6bf53bf1cb1d989846a49a818f87666149b21c0 100644
--- a/all_data_tasks/23/default.jsonl
+++ b/all_data_tasks/23/default.jsonl
@@ -1,21 +1,21 @@
{"index":15,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
{"index":14,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
-{"index":26,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
-{"index":32,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
-{"index":25,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
-{"index":33,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
-{"index":28,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
+{"index":27,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
+{"index":34,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"index":26,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
+{"index":35,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"index":29,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
{"index":19,"Rank":8,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
-{"index":50,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"index":20,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
-{"index":21,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
-{"index":22,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"index":53,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"index":21,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
+{"index":54,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
+{"index":22,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"index":23,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
-{"index":24,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"index":25,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
{"index":6,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
-{"index":36,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
-{"index":31,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"index":39,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"index":32,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
@@ -24,29 +24,32 @@
{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":10,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":11,"Rank":28,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":23,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":27,"Rank":35,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":29,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":30,"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":34,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":35,"Rank":39,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":37,"Rank":40,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":39,"Rank":42,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":40,"Rank":43,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":42,"Rank":45,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":43,"Rank":46,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":44,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":45,"Rank":48,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":46,"Rank":49,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":47,"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":48,"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":49,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":20,"Rank":34,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":24,"Rank":35,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":28,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":30,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":31,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":33,"Rank":39,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":37,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":38,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":40,"Rank":43,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":41,"Rank":44,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":42,"Rank":45,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":43,"Rank":46,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":44,"Rank":47,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":45,"Rank":48,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":46,"Rank":49,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":47,"Rank":50,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":48,"Rank":51,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":49,"Rank":52,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":50,"Rank":53,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":51,"Rank":54,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":52,"Rank":55,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/all_data_tasks/24/default.jsonl b/all_data_tasks/24/default.jsonl
index 65866e767e2f5be3985e2e532f00f237fe5f85ff..caa5b8d1ec931d61cc7e6606a58a9f56291a08f8 100644
--- a/all_data_tasks/24/default.jsonl
+++ b/all_data_tasks/24/default.jsonl
@@ -11,11 +11,12 @@
{"index":13,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
{"index":6,"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
{"index":1,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
-{"index":20,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
+{"index":21,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
{"index":11,"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
-{"index":14,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
-{"index":4,"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
-{"index":18,"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
-{"index":12,"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
-{"index":10,"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
-{"index":19,"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
+{"index":20,"Rank":16,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.08,"Core17InstructionRetrieval":-0.74,"News21InstructionRetrieval":-1.79,"Robust04InstructionRetrieval":-6.71}
+{"index":14,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
+{"index":4,"Rank":18,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
+{"index":18,"Rank":19,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
+{"index":12,"Rank":20,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
+{"index":10,"Rank":21,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
+{"index":19,"Rank":22,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
diff --git a/all_data_tasks/25/default.jsonl b/all_data_tasks/25/default.jsonl
index c0cd00e3b95bee0f706916ed5f8508d6e02ea18a..102730a91c9371386bb8fd8ccd5044c633abaa82 100644
--- a/all_data_tasks/25/default.jsonl
+++ b/all_data_tasks/25/default.jsonl
@@ -1,16 +1,21 @@
-{"index":1,"Rank":1,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.39,"AILACasedocs":44.56,"AILAStatutes":45.51,"GerDaLIRSmall":44.91,"LeCaRDv2":72.75,"LegalBenchConsumerContractsQA":83.27,"LegalBenchCorporateLobbying":95.66,"LegalQuAD":67.47,"LegalSummarization":68.96}
-{"index":4,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":59.77,"AILACasedocs":38.76,"AILAStatutes":38.07,"GerDaLIRSmall":37.18,"LeCaRDv2":68.56,"LegalBenchConsumerContractsQA":75.46,"LegalBenchCorporateLobbying":94.01,"LegalQuAD":59.64,"LegalSummarization":66.51}
-{"index":15,"Rank":3,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.22,"AILACasedocs":39.0,"AILAStatutes":41.31,"GerDaLIRSmall":32.77,"LeCaRDv2":57.2,"LegalBenchConsumerContractsQA":79.39,"LegalBenchCorporateLobbying":95.09,"LegalQuAD":57.47,"LegalSummarization":71.55}
-{"index":0,"Rank":4,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.43,"AILACasedocs":38.2,"AILAStatutes":44.81,"GerDaLIRSmall":17.85,"LeCaRDv2":61.12,"LegalBenchConsumerContractsQA":80.8,"LegalBenchCorporateLobbying":94.11,"LegalQuAD":47.17,"LegalSummarization":67.39}
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-{"index":8,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","AILACasedocs":17.67,"AILAStatutes":16.72,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":54.66,"LegalBenchCorporateLobbying":69.39,"LegalQuAD":"","LegalSummarization":53.89}
-{"index":9,"Rank":11,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AILACasedocs":16.8,"AILAStatutes":20.71,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":60.21,"LegalBenchCorporateLobbying":88.69,"LegalQuAD":"","LegalSummarization":57.43}
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-{"index":11,"Rank":13,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AILACasedocs":22.51,"AILAStatutes":21.27,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":75.25,"LegalBenchCorporateLobbying":89.04,"LegalQuAD":"","LegalSummarization":58.55}
-{"index":12,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AILACasedocs":13.66,"AILAStatutes":20.52,"GerDaLIRSmall":"","LeCaRDv2":"","LegalBenchConsumerContractsQA":49.81,"LegalBenchCorporateLobbying":88.51,"LegalQuAD":"","LegalSummarization":54.97}
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+{"index":0,"Rank":17,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.62,"BlurbsClusteringP2P":17.47,"BlurbsClusteringS2S":7.96,"TenKGnadClusteringP2P":29.79,"TenKGnadClusteringS2S":11.27}
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+{"index":9,"Rank":19,"Model":"gelectra-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":9.23,"BlurbsClusteringP2P":13.96,"BlurbsClusteringS2S":7.57,"TenKGnadClusteringP2P":11.49,"TenKGnadClusteringS2S":3.91}
+{"index":8,"Rank":20,"Model":"gelectra-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":7.73,"BlurbsClusteringP2P":10.06,"BlurbsClusteringS2S":7.74,"TenKGnadClusteringP2P":9.02,"TenKGnadClusteringS2S":4.11}
+{"index":2,"Rank":21,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","BlurbsClusteringP2P":"","BlurbsClusteringS2S":8.0,"TenKGnadClusteringP2P":"","TenKGnadClusteringS2S":""}
diff --git a/all_data_tasks/26/default.jsonl b/all_data_tasks/26/default.jsonl
index 40611bb7c94c4bc3aa0763adae98b251d1f2e269..a88c571ab958bcc5f759bdba73653740a1f6a6b8 100644
--- a/all_data_tasks/26/default.jsonl
+++ b/all_data_tasks/26/default.jsonl
@@ -1,18 +1,58 @@
-{"index":1,"Rank":1,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.17,"LEMBNarrativeQARetrieval":64.69,"LEMBNeedleRetrieval":75.25,"LEMBPasskeyRetrieval":97.0,"LEMBQMSumRetrieval":51.49,"LEMBSummScreenFDRetrieval":99.11,"LEMBWikimQARetrieval":87.49}
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-{"index":2,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":56.56,"LEMBNarrativeQARetrieval":45.76,"LEMBNeedleRetrieval":40.25,"LEMBPasskeyRetrieval":46.0,"LEMBQMSumRetrieval":35.54,"LEMBSummScreenFDRetrieval":94.09,"LEMBWikimQARetrieval":77.73}
-{"index":3,"Rank":6,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.52,"LEMBNarrativeQARetrieval":30.35,"LEMBNeedleRetrieval":41.5,"LEMBPasskeyRetrieval":67.25,"LEMBQMSumRetrieval":35.6,"LEMBSummScreenFDRetrieval":95.23,"LEMBWikimQARetrieval":69.19}
-{"index":10,"Rank":7,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Average":54.81,"LEMBNarrativeQARetrieval":41.23,"LEMBNeedleRetrieval":39.5,"LEMBPasskeyRetrieval":44.75,"LEMBQMSumRetrieval":36.65,"LEMBSummScreenFDRetrieval":92.97,"LEMBWikimQARetrieval":73.75}
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-{"index":6,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.54,"LEMBNarrativeQARetrieval":23.6,"LEMBNeedleRetrieval":32.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":25.16,"LEMBSummScreenFDRetrieval":68.21,"LEMBWikimQARetrieval":56.04}
-{"index":7,"Rank":10,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":40.44,"LEMBNarrativeQARetrieval":24.22,"LEMBNeedleRetrieval":28.0,"LEMBPasskeyRetrieval":38.25,"LEMBQMSumRetrieval":24.26,"LEMBSummScreenFDRetrieval":71.12,"LEMBWikimQARetrieval":56.8}
-{"index":4,"Rank":11,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.24,"LEMBNarrativeQARetrieval":25.31,"LEMBNeedleRetrieval":28.5,"LEMBPasskeyRetrieval":33.25,"LEMBQMSumRetrieval":23.83,"LEMBSummScreenFDRetrieval":74.67,"LEMBWikimQARetrieval":55.85}
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+{"index":32,"Rank":12,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":59.26,"AllegroReviews":34.11,"CBD":68.35,"MassiveIntentClassification (pl)":65.53,"MassiveScenarioClassification (pl)":68.51,"PAC":68.4,"PolEmo2.0-IN":64.18,"PolEmo2.0-OUT":45.73}
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+{"index":44,"Rank":17,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":57.49,"AllegroReviews":34.55,"CBD":67.48,"MassiveIntentClassification (pl)":65.93,"MassiveScenarioClassification (pl)":71.85,"PAC":63.25,"PolEmo2.0-IN":68.37,"PolEmo2.0-OUT":30.99}
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+{"index":31,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
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+{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
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+{"index":7,"Rank":27,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":33.17,"MassiveScenarioClassification (pl)":36.34,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
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+{"index":37,"Rank":49,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":46,"Rank":50,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":49,"Rank":53,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":35.77,"MassiveScenarioClassification (pl)":36.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":52,"Rank":55,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":53,"Rank":56,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":56,"Rank":57,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
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+{"index":59,"Rank":60,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":61,"Rank":62,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl
index 2f4b938c5499ebca54c696218667b936a60a733f..179ecc5a22203612719910b7065ac25295bc963c 100644
--- a/all_data_tasks/27/default.jsonl
+++ b/all_data_tasks/27/default.jsonl
@@ -1,20 +1,24 @@
-{"index":6,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
-{"index":16,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
-{"index":1,"Rank":3,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":10,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":4,"Rank":5,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
-{"index":15,"Rank":6,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
-{"index":13,"Rank":7,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
-{"index":5,"Rank":8,"Model":"gbert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":27.0,"BlurbsClusteringP2P":35.36,"BlurbsClusteringS2S":11.27,"TenKGnadClusteringP2P":37.16,"TenKGnadClusteringS2S":24.23}
-{"index":17,"Rank":9,"Model":"use-cmlm-multilingual<\/a>","Model Size (Million Parameters)":472,"Memory Usage (GB, fp32)":1.76,"Average":26.9,"BlurbsClusteringP2P":29.63,"BlurbsClusteringS2S":15.24,"TenKGnadClusteringP2P":37.1,"TenKGnadClusteringS2S":25.64}
-{"index":12,"Rank":10,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.3,"BlurbsClusteringP2P":32.46,"BlurbsClusteringS2S":14.33,"TenKGnadClusteringP2P":36.13,"TenKGnadClusteringS2S":22.26}
-{"index":14,"Rank":11,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.29,"BlurbsClusteringP2P":30.59,"BlurbsClusteringS2S":11.57,"TenKGnadClusteringP2P":44.88,"TenKGnadClusteringS2S":18.11}
-{"index":9,"Rank":12,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.71,"BlurbsClusteringP2P":27.0,"BlurbsClusteringS2S":14.85,"TenKGnadClusteringP2P":21.83,"TenKGnadClusteringS2S":27.16}
-{"index":18,"Rank":13,"Model":"gottbert-base<\/a>","Model Size (Million Parameters)":127,"Memory Usage (GB, fp32)":0.47,"Average":21.46,"BlurbsClusteringP2P":34.49,"BlurbsClusteringS2S":8.37,"TenKGnadClusteringP2P":33.66,"TenKGnadClusteringS2S":9.34}
-{"index":3,"Rank":14,"Model":"cross-en-de-roberta-sentence-transformer<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":19.49,"BlurbsClusteringP2P":30.82,"BlurbsClusteringS2S":12.69,"TenKGnadClusteringP2P":23.5,"TenKGnadClusteringS2S":10.94}
-{"index":19,"Rank":15,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":18.94,"BlurbsClusteringP2P":29.84,"BlurbsClusteringS2S":7.29,"TenKGnadClusteringP2P":32.46,"TenKGnadClusteringS2S":6.16}
-{"index":0,"Rank":16,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.62,"BlurbsClusteringP2P":17.47,"BlurbsClusteringS2S":7.96,"TenKGnadClusteringP2P":29.79,"TenKGnadClusteringS2S":11.27}
-{"index":11,"Rank":17,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":10.03,"BlurbsClusteringP2P":11.37,"BlurbsClusteringS2S":8.01,"TenKGnadClusteringP2P":15.89,"TenKGnadClusteringS2S":4.84}
-{"index":8,"Rank":18,"Model":"gelectra-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":9.23,"BlurbsClusteringP2P":13.96,"BlurbsClusteringS2S":7.57,"TenKGnadClusteringP2P":11.49,"TenKGnadClusteringS2S":3.91}
-{"index":7,"Rank":19,"Model":"gelectra-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":7.73,"BlurbsClusteringP2P":10.06,"BlurbsClusteringS2S":7.74,"TenKGnadClusteringP2P":9.02,"TenKGnadClusteringS2S":4.11}
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+{"index":4,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
+{"index":29,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
+{"index":36,"Rank":5,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
+{"index":3,"Rank":6,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
+{"index":44,"Rank":7,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
+{"index":41,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":33.08}
+{"index":21,"Rank":9,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":32.85}
+{"index":40,"Rank":10,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":31.77}
+{"index":43,"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
+{"index":33,"Rank":12,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
+{"index":42,"Rank":13,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"8TagsClustering":31.16}
+{"index":39,"Rank":14,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
+{"index":38,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":30.25}
+{"index":32,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
+{"index":55,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
+{"index":28,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
+{"index":31,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
+{"index":54,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
+{"index":26,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
+{"index":45,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
+{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
+{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
diff --git a/all_data_tasks/28/default.jsonl b/all_data_tasks/28/default.jsonl
index 0588f85bd6a28d5088ef73f15214070ac3516d1e..9b35e3e823defa0b1a2392e1d346c47095b62d92 100644
--- a/all_data_tasks/28/default.jsonl
+++ b/all_data_tasks/28/default.jsonl
@@ -1,60 +1,30 @@
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-{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":16,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":15,"Rank":4,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":28,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":1,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":29,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":24,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":44,"Rank":9,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
-{"index":33,"Rank":10,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
-{"index":43,"Rank":11,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":62.92,"AllegroReviews":40.26,"CBD":68.11,"MassiveIntentClassification (pl)":72.31,"MassiveScenarioClassification (pl)":75.53,"PAC":65.87,"PolEmo2.0-IN":71.73,"PolEmo2.0-OUT":46.6}
-{"index":41,"Rank":12,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":61.07,"AllegroReviews":37.68,"CBD":66.15,"MassiveIntentClassification (pl)":72.01,"MassiveScenarioClassification (pl)":75.27,"PAC":63.77,"PolEmo2.0-IN":69.46,"PolEmo2.0-OUT":43.14}
-{"index":23,"Rank":13,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":60.44,"AllegroReviews":40.19,"CBD":67.69,"MassiveIntentClassification (pl)":68.2,"MassiveScenarioClassification (pl)":73.97,"PAC":66.55,"PolEmo2.0-IN":68.41,"PolEmo2.0-OUT":38.06}
-{"index":3,"Rank":14,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":60.15,"AllegroReviews":41.69,"CBD":62.52,"MassiveIntentClassification (pl)":66.39,"MassiveScenarioClassification (pl)":70.12,"PAC":65.99,"PolEmo2.0-IN":69.6,"PolEmo2.0-OUT":44.74}
-{"index":40,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":59.52,"AllegroReviews":36.38,"CBD":65.54,"MassiveIntentClassification (pl)":70.93,"MassiveScenarioClassification (pl)":74.76,"PAC":64.5,"PolEmo2.0-IN":68.7,"PolEmo2.0-OUT":35.81}
-{"index":36,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":59.26,"AllegroReviews":34.11,"CBD":68.35,"MassiveIntentClassification (pl)":65.53,"MassiveScenarioClassification (pl)":68.51,"PAC":68.4,"PolEmo2.0-IN":64.18,"PolEmo2.0-OUT":45.73}
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-{"index":37,"Rank":18,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.99,"AllegroReviews":33.35,"CBD":68.51,"MassiveIntentClassification (pl)":66.63,"MassiveScenarioClassification (pl)":69.97,"PAC":66.26,"PolEmo2.0-IN":63.52,"PolEmo2.0-OUT":44.7}
-{"index":45,"Rank":19,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.55,"AllegroReviews":34.5,"CBD":70.27,"MassiveIntentClassification (pl)":64.81,"MassiveScenarioClassification (pl)":70.01,"PAC":64.6,"PolEmo2.0-IN":67.06,"PolEmo2.0-OUT":38.58}
-{"index":42,"Rank":20,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.73,"AllegroReviews":33.03,"CBD":64.24,"MassiveIntentClassification (pl)":67.35,"MassiveScenarioClassification (pl)":72.13,"PAC":63.11,"PolEmo2.0-IN":63.96,"PolEmo2.0-OUT":40.32}
-{"index":46,"Rank":21,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":57.49,"AllegroReviews":34.55,"CBD":67.48,"MassiveIntentClassification (pl)":65.93,"MassiveScenarioClassification (pl)":71.85,"PAC":63.25,"PolEmo2.0-IN":68.37,"PolEmo2.0-OUT":30.99}
-{"index":47,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":57.39,"AllegroReviews":34.89,"CBD":65.71,"MassiveIntentClassification (pl)":59.71,"MassiveScenarioClassification (pl)":64.58,"PAC":68.11,"PolEmo2.0-IN":64.0,"PolEmo2.0-OUT":44.72}
-{"index":35,"Rank":23,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
-{"index":30,"Rank":24,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
-{"index":57,"Rank":25,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
-{"index":56,"Rank":26,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
-{"index":53,"Rank":27,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
-{"index":5,"Rank":28,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
-{"index":0,"Rank":29,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":6,"Rank":30,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":7,"Rank":31,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":33.17,"MassiveScenarioClassification (pl)":36.34,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":8,"Rank":32,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.23,"CBD":0.5,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.56,"PolEmo2.0-IN":0.37,"PolEmo2.0-OUT":0.3}
-{"index":9,"Rank":33,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.21,"CBD":0.54,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.63,"PolEmo2.0-IN":0.34,"PolEmo2.0-OUT":0.28}
-{"index":10,"Rank":34,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.51,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.39,"PolEmo2.0-OUT":0.29}
-{"index":11,"Rank":35,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.26,"CBD":0.55,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.58,"PolEmo2.0-IN":0.36,"PolEmo2.0-OUT":0.29}
-{"index":12,"Rank":36,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.52,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.35,"PolEmo2.0-OUT":0.3}
-{"index":13,"Rank":37,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.27,"CBD":0.58,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.65,"PolEmo2.0-IN":0.53,"PolEmo2.0-OUT":0.23}
-{"index":14,"Rank":38,"Model":"2024-06-19_22-27-15<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":21.69,"MassiveScenarioClassification (pl)":26.17,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":17,"Rank":39,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":18,"Rank":40,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":73.65,"MassiveScenarioClassification (pl)":76.69,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":19,"Rank":41,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":38.21,"MassiveScenarioClassification (pl)":46.21,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":21,"Rank":43,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.2,"MassiveScenarioClassification (pl)":41.89,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":22,"Rank":44,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.62,"MassiveScenarioClassification (pl)":41.88,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":25,"Rank":45,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":60.07,"MassiveScenarioClassification (pl)":64.0,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":26,"Rank":46,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":50.48,"MassiveScenarioClassification (pl)":49.98,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":27,"Rank":47,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.97,"MassiveScenarioClassification (pl)":42.5,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":31,"Rank":48,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":74.85,"MassiveScenarioClassification (pl)":77.37,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
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+{"index":9,"Rank":29,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.37,"PPC":"","PSC":0.38,"SICK-E-PL":0.42}
+{"index":10,"Rank":30,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.46,"PPC":"","PSC":0.41,"SICK-E-PL":0.51}
+{"index":11,"Rank":31,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.44,"PPC":"","PSC":0.75,"SICK-E-PL":0.52}
+{"index":12,"Rank":32,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.41,"PPC":"","PSC":0.38,"SICK-E-PL":0.44}
+{"index":13,"Rank":33,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-E":0.56,"PPC":"","PSC":0.85,"SICK-E-PL":0.61}
diff --git a/all_data_tasks/29/default.jsonl b/all_data_tasks/29/default.jsonl
index 550bb59c5b2aaca0d2bef9111fbf4ffdb0ca5581..2369b8ebfffd9a8458fda31fff937513253130e4 100644
--- a/all_data_tasks/29/default.jsonl
+++ b/all_data_tasks/29/default.jsonl
@@ -1,28 +1,23 @@
-{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
-{"index":16,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":15,"Rank":3,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":28,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":4,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
-{"index":1,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
-{"index":29,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
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-{"index":33,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
-{"index":3,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
-{"index":46,"Rank":11,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
-{"index":43,"Rank":12,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":33.08}
-{"index":23,"Rank":13,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":32.85}
-{"index":42,"Rank":14,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":31.77}
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-{"index":44,"Rank":17,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"8TagsClustering":31.16}
-{"index":41,"Rank":18,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
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-{"index":36,"Rank":20,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
-{"index":57,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
-{"index":32,"Rank":22,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
-{"index":35,"Rank":23,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
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diff --git a/all_data_tasks/3/default.jsonl b/all_data_tasks/3/default.jsonl
index 8b31c34b1e24c02d83d1a1eff4dc36d8e0c8aab2..78b0ddce32b16b01b64c25ff6ae6c8fe26920225 100644
--- a/all_data_tasks/3/default.jsonl
+++ b/all_data_tasks/3/default.jsonl
@@ -1,202 +1,226 @@
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diff --git a/all_data_tasks/30/default.jsonl b/all_data_tasks/30/default.jsonl
index e91db70a5b83ed2d94d74030ff07461295918646..dce1ee8d96284ece4133e72a3cc72feccc6cb255 100644
--- a/all_data_tasks/30/default.jsonl
+++ b/all_data_tasks/30/default.jsonl
@@ -1,34 +1,55 @@
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diff --git a/all_data_tasks/31/default.jsonl b/all_data_tasks/31/default.jsonl
index a6145df32fec59ed1e17edd99a9e3873baa72d26..7727fef7bfc32f595b5d2cb82c0d2bd7f8b27bb5 100644
--- a/all_data_tasks/31/default.jsonl
+++ b/all_data_tasks/31/default.jsonl
@@ -1,27 +1,24 @@
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-{"index":30,"Rank":47,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
+{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33}
+{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2}
+{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91}
+{"index":10,"Rank":4,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28}
+{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57}
+{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58}
+{"index":13,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69}
+{"index":5,"Rank":8,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8}
+{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04}
+{"index":15,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72}
+{"index":12,"Rank":11,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34}
+{"index":21,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14}
+{"index":23,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79}
+{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36}
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+{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11}
+{"index":20,"Rank":18,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41}
+{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48}
+{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13}
+{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51}
+{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3}
+{"index":17,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31}
diff --git a/all_data_tasks/32/default.jsonl b/all_data_tasks/32/default.jsonl
index 44f5b14206435bf11e81a1f633e74fab66562e58..81eb49761a926f6fb54b58cb438fa25bf29fde0e 100644
--- a/all_data_tasks/32/default.jsonl
+++ b/all_data_tasks/32/default.jsonl
@@ -1,56 +1,24 @@
-{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":16,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":15,"Rank":3,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":28,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":43,"Rank":5,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":70.7,"CDSC-R":92.54,"SICK-R-PL":79.2,"STS22 (pl)":40.36}
-{"index":4,"Rank":6,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":70.64,"CDSC-R":90.97,"SICK-R-PL":78.16,"STS22 (pl)":42.79}
-{"index":44,"Rank":7,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":70.59,"CDSC-R":92.54,"SICK-R-PL":79.91,"STS22 (pl)":39.32}
-{"index":40,"Rank":8,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":70.13,"CDSC-R":93.26,"SICK-R-PL":76.77,"STS22 (pl)":40.36}
-{"index":41,"Rank":9,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.98,"CDSC-R":93.5,"SICK-R-PL":76.04,"STS22 (pl)":40.4}
-{"index":23,"Rank":10,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":69.47,"CDSC-R":92.13,"SICK-R-PL":79.51,"STS22 (pl)":36.78}
-{"index":3,"Rank":11,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
-{"index":45,"Rank":12,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
-{"index":42,"Rank":13,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
-{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":29,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":24,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":46,"Rank":17,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
-{"index":33,"Rank":18,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
-{"index":57,"Rank":19,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.19,"CDSC-R":88.8,"SICK-R-PL":73.13,"STS22 (pl)":33.64}
-{"index":35,"Rank":20,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.18,"CDSC-R":90.27,"SICK-R-PL":69.46,"STS22 (pl)":35.8}
-{"index":32,"Rank":21,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.13,"CDSC-R":90.08,"SICK-R-PL":71.23,"STS22 (pl)":34.07}
-{"index":37,"Rank":22,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":65.01,"CDSC-R":89.09,"SICK-R-PL":67.26,"STS22 (pl)":38.69}
-{"index":56,"Rank":23,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":63.83,"CDSC-R":88.98,"SICK-R-PL":68.77,"STS22 (pl)":33.73}
-{"index":47,"Rank":24,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":63.57,"CDSC-R":85.53,"SICK-R-PL":65.9,"STS22 (pl)":39.28}
-{"index":36,"Rank":25,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":63.53,"CDSC-R":86.18,"SICK-R-PL":64.67,"STS22 (pl)":39.73}
-{"index":53,"Rank":26,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":62.59,"CDSC-R":87.67,"SICK-R-PL":65.53,"STS22 (pl)":34.58}
-{"index":30,"Rank":27,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.02,"CDSC-R":85.77,"SICK-R-PL":62.98,"STS22 (pl)":25.31}
-{"index":0,"Rank":28,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.34}
-{"index":8,"Rank":32,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.46,"SICK-R-PL":0.43,"STS22 (pl)":""}
-{"index":9,"Rank":33,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.41,"SICK-R-PL":0.32,"STS22 (pl)":""}
-{"index":10,"Rank":34,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.57,"SICK-R-PL":0.39,"STS22 (pl)":""}
-{"index":11,"Rank":35,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.62,"SICK-R-PL":0.42,"STS22 (pl)":""}
-{"index":12,"Rank":36,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.3,"SICK-R-PL":0.28,"STS22 (pl)":""}
-{"index":13,"Rank":37,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.65,"SICK-R-PL":0.55,"STS22 (pl)":""}
-{"index":17,"Rank":39,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":19,"Rank":41,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.38}
-{"index":20,"Rank":42,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":36.37}
-{"index":21,"Rank":43,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":23.31}
-{"index":22,"Rank":44,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":14.91}
-{"index":25,"Rank":45,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":42.08}
-{"index":26,"Rank":46,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":31.13}
-{"index":31,"Rank":48,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":39.21}
-{"index":38,"Rank":50,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
-{"index":39,"Rank":51,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
-{"index":48,"Rank":52,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":19.22}
-{"index":49,"Rank":53,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":26.77}
-{"index":51,"Rank":55,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":13.56}
-{"index":52,"Rank":56,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.47}
-{"index":54,"Rank":57,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":30.68}
-{"index":55,"Rank":58,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":33.74}
-{"index":58,"Rank":59,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":24.42}
-{"index":59,"Rank":60,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":25.0}
-{"index":60,"Rank":61,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.04}
-{"index":61,"Rank":62,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":9.71}
-{"index":62,"Rank":63,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.81}
-{"index":63,"Rank":64,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
+{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":56.06,"GeoreviewClusteringP2P (rus-Cyrl)":65.42,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":55.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":53.61,"GeoreviewClusteringP2P (rus-Cyrl)":62.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":53.11,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.93}
+{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.42,"GeoreviewClusteringP2P (rus-Cyrl)":64.16,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.38,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.73}
+{"index":22,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":53.22,"GeoreviewClusteringP2P (rus-Cyrl)":64.55,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.64,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.48}
+{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":52.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.45,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.2,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":47.29}
+{"index":14,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.55,"GeoreviewClusteringP2P (rus-Cyrl)":60.51,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":52.03,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.11}
+{"index":0,"Rank":7,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":52.51,"GeoreviewClusteringP2P (rus-Cyrl)":63.75,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.57,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":43.21}
+{"index":6,"Rank":8,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":51.94,"GeoreviewClusteringP2P (rus-Cyrl)":59.02,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":50.4,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":46.41}
+{"index":15,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.65,"GeoreviewClusteringP2P (rus-Cyrl)":58.57,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.1,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":45.29}
+{"index":13,"Rank":10,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78}
+{"index":23,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44}
+{"index":21,"Rank":12,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9}
+{"index":16,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97}
+{"index":20,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68}
+{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16}
+{"index":3,"Rank":16,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28}
+{"index":12,"Rank":17,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31}
+{"index":9,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":41.23,"GeoreviewClusteringP2P (rus-Cyrl)":44.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":41.41,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":38.09}
+{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":38.41,"GeoreviewClusteringP2P (rus-Cyrl)":43.26,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":37.84,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":34.12}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":30.76,"GeoreviewClusteringP2P (rus-Cyrl)":34.4,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":29.89,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":27.98}
+{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.91,"GeoreviewClusteringP2P (rus-Cyrl)":28.77,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":28.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":26.67}
+{"index":19,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":15.83,"GeoreviewClusteringP2P (rus-Cyrl)":20.33,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":14.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":12.49}
+{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":13.87,"GeoreviewClusteringP2P (rus-Cyrl)":20.76,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.65,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":10.19}
+{"index":18,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":13.3,"GeoreviewClusteringP2P (rus-Cyrl)":20.25,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":10.21,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":9.43}
diff --git a/all_data_tasks/35/default.jsonl b/all_data_tasks/35/default.jsonl
index 8581d0aaf57b112f68fe8a4930f37d306bc349af..e0e82ee2434ba4ea50feedb45c86eac31a9d26f1 100644
--- a/all_data_tasks/35/default.jsonl
+++ b/all_data_tasks/35/default.jsonl
@@ -1,25 +1,24 @@
-{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
-{"index":22,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
-{"index":4,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
-{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
-{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
-{"index":13,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
-{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
-{"index":21,"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
-{"index":15,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
-{"index":23,"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
-{"index":24,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
-{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
-{"index":16,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
-{"index":14,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
-{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
-{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
-{"index":5,"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
-{"index":6,"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
+{"index":14,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11}
+{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21}
+{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03}
+{"index":4,"Rank":4,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77}
+{"index":13,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58}
+{"index":15,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53}
+{"index":22,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71}
+{"index":10,"Rank":8,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86}
+{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73}
+{"index":21,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04}
+{"index":20,"Rank":11,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7}
+{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02}
+{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03}
+{"index":5,"Rank":14,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8}
+{"index":9,"Rank":15,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87}
+{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45}
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diff --git a/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index 9b52cd1f9abd8d6dfd0a9ad758d9bb7ec95003c7..092e4c965f90230d6955cade90941eb4eed86f2e 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -1,203 +1,230 @@
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diff --git a/all_data_tasks/45/default.jsonl b/all_data_tasks/45/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5b8e1165f7ca5957335b991110540b7a0044f124
--- /dev/null
+++ b/all_data_tasks/45/default.jsonl
@@ -0,0 +1 @@
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diff --git a/all_data_tasks/5/default.jsonl b/all_data_tasks/5/default.jsonl
index 660e9ceed9b4482758f3e9b35aa17664511e43ec..3f5e5c1dc808e6965630aa89035de92fa5150449 100644
--- a/all_data_tasks/5/default.jsonl
+++ b/all_data_tasks/5/default.jsonl
@@ -1,213 +1,238 @@
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+{"index":327,"Rank":332,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":78.12,"SICK-R":77.02,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.32}
+{"index":328,"Rank":333,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":77.46,"SICK-R":77.26,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":83.02}
+{"index":329,"Rank":334,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","BIOSSES":68.95,"SICK-R":78.72,"STS12":"","STS13":"","STS14":"","STS15":"","STS16":"","STS17 (en-en)":"","STS22 (en)":"","STSBenchmark":84.08}
diff --git a/all_data_tasks/6/default.jsonl b/all_data_tasks/6/default.jsonl
index c80c13a928057b1198f09eee1df09cb81c0aa555..fba420ef033ac55b9745e660fc110f01ed4cc974 100644
--- a/all_data_tasks/6/default.jsonl
+++ b/all_data_tasks/6/default.jsonl
@@ -1,187 +1,207 @@
-{"index":137,"Rank":1,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"SummEval":33.6}
-{"index":210,"Rank":2,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.71}
-{"index":1,"Rank":3,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.63}
-{"index":168,"Rank":4,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"SummEval":32.52}
-{"index":108,"Rank":5,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.47}
-{"index":0,"Rank":6,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"SummEval":32.36}
-{"index":167,"Rank":7,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"SummEval":32.32}
-{"index":62,"Rank":8,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.12}
-{"index":184,"Rank":9,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":32.06}
-{"index":119,"Rank":10,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":32.03}
-{"index":278,"Rank":11,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.93}
-{"index":166,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.84}
-{"index":113,"Rank":13,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.75}
-{"index":157,"Rank":14,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"SummEval":31.66}
-{"index":269,"Rank":15,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
-{"index":23,"Rank":16,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":186,"Rank":17,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":281,"Rank":18,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":191,"Rank":19,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
-{"index":256,"Rank":20,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
-{"index":209,"Rank":21,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.55}
-{"index":68,"Rank":22,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":190,"Rank":23,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
-{"index":156,"Rank":24,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
-{"index":93,"Rank":25,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
-{"index":15,"Rank":26,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"SummEval":31.46}
-{"index":73,"Rank":27,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
-{"index":173,"Rank":28,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.4}
-{"index":257,"Rank":29,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
-{"index":174,"Rank":30,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":111,"Rank":31,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
-{"index":71,"Rank":32,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
-{"index":141,"Rank":33,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.35}
-{"index":58,"Rank":34,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.35}
-{"index":59,"Rank":35,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.35}
-{"index":17,"Rank":36,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
-{"index":35,"Rank":37,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
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-{"index":79,"Rank":39,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
-{"index":189,"Rank":40,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
-{"index":77,"Rank":41,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
-{"index":49,"Rank":42,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
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-{"index":25,"Rank":45,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
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-{"index":268,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
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-{"index":231,"Rank":51,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
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-{"index":115,"Rank":53,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
-{"index":106,"Rank":54,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
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-{"index":64,"Rank":57,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":303,"Rank":58,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
-{"index":182,"Rank":59,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
-{"index":195,"Rank":60,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":196,"Rank":61,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":21,"Rank":62,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
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-{"index":198,"Rank":64,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":135,"Rank":65,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":153,"Rank":66,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
-{"index":241,"Rank":67,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
-{"index":304,"Rank":68,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
-{"index":92,"Rank":69,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
-{"index":199,"Rank":70,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
-{"index":9,"Rank":71,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
-{"index":169,"Rank":72,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":38,"Rank":73,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
-{"index":67,"Rank":74,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
-{"index":185,"Rank":75,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"SummEval":30.97}
-{"index":78,"Rank":76,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.97}
-{"index":171,"Rank":77,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.97}
-{"index":8,"Rank":78,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
-{"index":132,"Rank":79,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.96}
-{"index":72,"Rank":80,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":30.94}
-{"index":19,"Rank":81,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
-{"index":130,"Rank":82,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
-{"index":6,"Rank":83,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
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-{"index":233,"Rank":85,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":202,"Rank":86,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
-{"index":243,"Rank":87,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
-{"index":300,"Rank":88,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
-{"index":276,"Rank":89,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
-{"index":22,"Rank":90,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
-{"index":194,"Rank":91,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
-{"index":221,"Rank":92,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
-{"index":105,"Rank":93,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
-{"index":187,"Rank":94,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
-{"index":82,"Rank":95,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
-{"index":255,"Rank":96,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
-{"index":252,"Rank":97,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
-{"index":107,"Rank":98,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.62}
-{"index":183,"Rank":99,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"SummEval":30.62}
-{"index":134,"Rank":100,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
-{"index":20,"Rank":101,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
-{"index":279,"Rank":102,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
-{"index":159,"Rank":103,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
-{"index":193,"Rank":104,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
-{"index":87,"Rank":105,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
-{"index":247,"Rank":106,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
-{"index":224,"Rank":107,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.47}
-{"index":273,"Rank":108,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.45}
-{"index":89,"Rank":109,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
-{"index":270,"Rank":110,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
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diff --git a/all_data_tasks/7/default.jsonl b/all_data_tasks/7/default.jsonl
index 07d73b04e165c0a0955520d078f101616cff812c..6802a02c26bff995e1f0dd216141f1467b5e4dcf 100644
--- a/all_data_tasks/7/default.jsonl
+++ b/all_data_tasks/7/default.jsonl
@@ -1,33 +1,37 @@
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diff --git a/all_data_tasks/8/default.jsonl b/all_data_tasks/8/default.jsonl
index cdb983c85528d7edeb64fdcb4ce852c6d1aa1875..45a1b0f73505f1d6c311ba1e89b971a64378b00c 100644
--- a/all_data_tasks/8/default.jsonl
+++ b/all_data_tasks/8/default.jsonl
@@ -1,98 +1,96 @@
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diff --git a/all_data_tasks/9/default.jsonl b/all_data_tasks/9/default.jsonl
index 8d4e5fc632a21c9a708ce0c1a157b554b2f98963..f67ddc7bc5b8c88ac93e6b63842a6823ae3bbab2 100644
--- a/all_data_tasks/9/default.jsonl
+++ b/all_data_tasks/9/default.jsonl
@@ -1,70 +1,67 @@
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-{"index":54,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
-{"index":129,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
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-{"index":186,"Rank":10,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
-{"index":268,"Rank":11,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
-{"index":39,"Rank":12,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
-{"index":30,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
-{"index":143,"Rank":14,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
-{"index":336,"Rank":15,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
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-{"index":42,"Rank":39,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
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-{"index":40,"Rank":51,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.21,"CLSClusteringP2P":42.21,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":55.81,"ThuNewsClusteringS2S":50.5}
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-{"index":176,"Rank":67,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
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+{"index":13,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":67.08,"CLSClusteringP2P":47.21,"CLSClusteringS2S":45.79,"ThuNewsClusteringP2P":87.43,"ThuNewsClusteringS2S":87.9}
+{"index":295,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
+{"index":52,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
+{"index":125,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
+{"index":15,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
+{"index":220,"Rank":6,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
+{"index":182,"Rank":7,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
+{"index":271,"Rank":8,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.17,"CLSClusteringP2P":57.93,"CLSClusteringS2S":48.1,"ThuNewsClusteringP2P":74.2,"ThuNewsClusteringS2S":68.43}
+{"index":37,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
+{"index":28,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
+{"index":139,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
+{"index":365,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
+{"index":219,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
+{"index":14,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":167,"Rank":15,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
+{"index":109,"Rank":16,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
+{"index":166,"Rank":17,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
+{"index":304,"Rank":18,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.86,"CLSClusteringP2P":42.58,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":68.81,"ThuNewsClusteringS2S":63.61}
+{"index":10,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
+{"index":186,"Rank":20,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.3,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.98,"ThuNewsClusteringP2P":67.88,"ThuNewsClusteringS2S":62.47}
+{"index":306,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.07,"CLSClusteringP2P":42.1,"CLSClusteringS2S":38.91,"ThuNewsClusteringP2P":68.36,"ThuNewsClusteringS2S":62.92}
+{"index":193,"Rank":22,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":52.3,"CLSClusteringP2P":44.42,"CLSClusteringS2S":42.58,"ThuNewsClusteringP2P":64.68,"ThuNewsClusteringS2S":57.53}
+{"index":45,"Rank":23,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
+{"index":46,"Rank":24,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":50.8,"CLSClusteringP2P":40.79,"CLSClusteringS2S":38.43,"ThuNewsClusteringP2P":65.15,"ThuNewsClusteringS2S":58.82}
+{"index":129,"Rank":25,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.4,"CLSClusteringP2P":42.86,"CLSClusteringS2S":39.43,"ThuNewsClusteringP2P":62.2,"ThuNewsClusteringS2S":57.1}
+{"index":25,"Rank":26,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
+{"index":53,"Rank":27,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.48,"CLSClusteringP2P":39.51,"CLSClusteringS2S":38.0,"ThuNewsClusteringP2P":62.57,"ThuNewsClusteringS2S":57.84}
+{"index":185,"Rank":28,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":49.4,"CLSClusteringP2P":40.26,"CLSClusteringS2S":37.18,"ThuNewsClusteringP2P":62.19,"ThuNewsClusteringS2S":57.97}
+{"index":188,"Rank":29,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.16,"CLSClusteringP2P":39.95,"CLSClusteringS2S":38.18,"ThuNewsClusteringP2P":61.4,"ThuNewsClusteringS2S":57.11}
+{"index":20,"Rank":30,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
+{"index":19,"Rank":31,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
+{"index":26,"Rank":32,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
+{"index":311,"Rank":33,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":308,"Rank":34,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":40,"Rank":35,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
+{"index":234,"Rank":36,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
+{"index":39,"Rank":37,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
+{"index":184,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":48.7,"CLSClusteringP2P":39.71,"CLSClusteringS2S":36.56,"ThuNewsClusteringP2P":63.19,"ThuNewsClusteringS2S":55.36}
+{"index":187,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":48.65,"CLSClusteringP2P":40.27,"CLSClusteringS2S":37.5,"ThuNewsClusteringP2P":62.15,"ThuNewsClusteringS2S":54.67}
+{"index":239,"Rank":40,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.64,"CLSClusteringP2P":39.32,"CLSClusteringS2S":37.84,"ThuNewsClusteringP2P":60.69,"ThuNewsClusteringS2S":56.73}
+{"index":221,"Rank":41,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.35,"CLSClusteringP2P":33.55,"CLSClusteringS2S":36.18,"ThuNewsClusteringP2P":63.34,"ThuNewsClusteringS2S":60.33}
+{"index":197,"Rank":42,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":48.23,"CLSClusteringP2P":40.68,"CLSClusteringS2S":38.59,"ThuNewsClusteringP2P":58.05,"ThuNewsClusteringS2S":55.59}
+{"index":292,"Rank":43,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":48.05,"CLSClusteringP2P":38.88,"CLSClusteringS2S":39.09,"ThuNewsClusteringP2P":59.51,"ThuNewsClusteringS2S":54.72}
+{"index":233,"Rank":44,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.68,"CLSClusteringP2P":39.81,"CLSClusteringS2S":37.34,"ThuNewsClusteringP2P":59.77,"ThuNewsClusteringS2S":53.78}
+{"index":22,"Rank":45,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":47.53,"CLSClusteringP2P":39.91,"CLSClusteringS2S":37.63,"ThuNewsClusteringP2P":58.45,"ThuNewsClusteringS2S":54.12}
+{"index":18,"Rank":46,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":47.48,"CLSClusteringP2P":37.95,"CLSClusteringS2S":38.12,"ThuNewsClusteringP2P":57.25,"ThuNewsClusteringS2S":56.62}
+{"index":214,"Rank":47,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":47.48,"CLSClusteringP2P":37.95,"CLSClusteringS2S":38.12,"ThuNewsClusteringP2P":57.25,"ThuNewsClusteringS2S":56.62}
+{"index":38,"Rank":48,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.21,"CLSClusteringP2P":42.21,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":55.81,"ThuNewsClusteringS2S":50.5}
+{"index":269,"Rank":49,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":47.12,"CLSClusteringP2P":38.36,"CLSClusteringS2S":35.65,"ThuNewsClusteringP2P":61.44,"ThuNewsClusteringS2S":53.02}
+{"index":270,"Rank":50,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":47.04,"CLSClusteringP2P":38.98,"CLSClusteringS2S":36.04,"ThuNewsClusteringP2P":60.58,"ThuNewsClusteringS2S":52.56}
+{"index":211,"Rank":51,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
+{"index":299,"Rank":52,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":46.47,"CLSClusteringP2P":39.97,"CLSClusteringS2S":38.4,"ThuNewsClusteringP2P":54.08,"ThuNewsClusteringS2S":53.42}
+{"index":361,"Rank":53,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.68,"CLSClusteringP2P":38.26,"CLSClusteringS2S":35.91,"ThuNewsClusteringP2P":58.71,"ThuNewsClusteringS2S":49.86}
+{"index":199,"Rank":54,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":45.26,"CLSClusteringP2P":39.14,"CLSClusteringS2S":37.79,"ThuNewsClusteringP2P":55.18,"ThuNewsClusteringS2S":48.93}
+{"index":298,"Rank":55,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
+{"index":32,"Rank":56,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
+{"index":201,"Rank":57,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
+{"index":202,"Rank":58,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":200,"Rank":59,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
+{"index":203,"Rank":60,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
+{"index":196,"Rank":61,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
+{"index":51,"Rank":62,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
+{"index":296,"Rank":63,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":37.66,"CLSClusteringP2P":35.27,"CLSClusteringS2S":32.42,"ThuNewsClusteringP2P":42.92,"ThuNewsClusteringS2S":40.01}
+{"index":171,"Rank":64,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":34.44,"CLSClusteringP2P":27.43,"CLSClusteringS2S":28.32,"ThuNewsClusteringP2P":38.54,"ThuNewsClusteringS2S":43.45}
+{"index":47,"Rank":65,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":31.8,"CLSClusteringP2P":34.98,"CLSClusteringS2S":27.82,"ThuNewsClusteringP2P":40.17,"ThuNewsClusteringS2S":24.23}
+{"index":55,"Rank":66,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":30.02,"CLSClusteringP2P":30.13,"CLSClusteringS2S":28.77,"ThuNewsClusteringP2P":35.05,"ThuNewsClusteringS2S":26.14}
+{"index":309,"Rank":67,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":18.34,"CLSClusteringP2P":18.66,"CLSClusteringS2S":16.82,"ThuNewsClusteringP2P":20.69,"ThuNewsClusteringS2S":17.19}
diff --git a/app.py b/app.py
index cab09fda88fef88e01863d90ebf8a5862fdab026..11f170511cb36f96af5dde3193265c89372b93be 100644
--- a/app.py
+++ b/app.py
@@ -72,6 +72,7 @@ Each inner tab can have the following keys:
- language_long: [optional] The long form of the language
- description: The description of the leaderboard
- credits: [optional] The credits for the leaderboard
+- desc: [optional] The description of the leaderboard
- data: The data for the leaderboard
"""
@@ -133,6 +134,7 @@ for board, board_config in BOARDS_CONFIG.items():
board_icon = ""
credits = board_config.get("credits", None)
metric = board_config.get("metric", None)
+ desc = board_config.get("desc", None)
if board_config["has_overall"]:
overall_pretty_name = board_pretty_name
@@ -146,6 +148,7 @@ for board, board_config in BOARDS_CONFIG.items():
# "refresh": get_refresh_overall_function(board_config["tasks"]),
"credits": credits,
"metric": metric,
+ "desc": desc,
})
for task_category, task_category_list in board_config["tasks"].items():
task_icon = TASKS_CONFIG[task_category]['icon']
@@ -159,6 +162,7 @@ for board, board_config in BOARDS_CONFIG.items():
# "refresh": get_refresh_function(task_category, task_category_list),
"credits": credits,
"metric": metric,
+ "desc": desc,
})
dataframes = []
@@ -331,6 +335,7 @@ with gr.Blocks(css=css) as block:
- **Metric:** {specific_metric}
- **Languages:** {item['language_long'] if 'language_long' in item else item['language']}
{"- **Credits:** " + item['credits'] if ("credits" in item and item["credits"] is not None) else ''}
+ {"- **Description:** " + item['desc'] if ("desc" in item and item["desc"] is not None) else ''}
""")
with gr.Row():
diff --git a/boards_data/bright_long/data_overall/default.txt b/boards_data/bright_long/data_overall/default.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/boards_data/bright_long/data_tasks/Retrieval/default.jsonl b/boards_data/bright_long/data_tasks/Retrieval/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..385c477888d962b30456f44667add1c329d37982
--- /dev/null
+++ b/boards_data/bright_long/data_tasks/Retrieval/default.jsonl
@@ -0,0 +1,13 @@
+{"index":3,"Rank":1,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":27.82,"BrightRetrieval (biology)":39.24,"BrightRetrieval (earth_science)":36.13,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":42.28,"BrightRetrieval (robotics)":21.29,"BrightRetrieval (stackoverflow)":23.5,"BrightRetrieval (sustainable_living)":33.1}
+{"index":7,"Rank":2,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":26.03,"BrightRetrieval (biology)":37.46,"BrightRetrieval (earth_science)":39.44,"BrightRetrieval (economics)":25.73,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.35,"BrightRetrieval (robotics)":17.82,"BrightRetrieval (stackoverflow)":20.08,"BrightRetrieval (sustainable_living)":32.36}
+{"index":8,"Rank":3,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":26.01,"BrightRetrieval (biology)":30.26,"BrightRetrieval (earth_science)":37.0,"BrightRetrieval (economics)":24.27,"BrightRetrieval (pony)":2.0,"BrightRetrieval (psychology)":47.72,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":34.99}
+{"index":4,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":25.96,"BrightRetrieval (biology)":34.87,"BrightRetrieval (earth_science)":38.36,"BrightRetrieval (economics)":27.67,"BrightRetrieval (pony)":1.17,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":16.67,"BrightRetrieval (sustainable_living)":31.28}
+{"index":11,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":25.54,"BrightRetrieval (biology)":29.93,"BrightRetrieval (earth_science)":36.28,"BrightRetrieval (economics)":26.21,"BrightRetrieval (pony)":1.14,"BrightRetrieval (psychology)":46.73,"BrightRetrieval (robotics)":17.33,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":32.21}
+{"index":1,"Rank":6,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.62,"BrightRetrieval (biology)":34.38,"BrightRetrieval (earth_science)":35.35,"BrightRetrieval (economics)":26.7,"BrightRetrieval (pony)":1.28,"BrightRetrieval (psychology)":41.58,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":13.68,"BrightRetrieval (sustainable_living)":31.1}
+{"index":0,"Rank":7,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":22.44,"BrightRetrieval (biology)":30.91,"BrightRetrieval (earth_science)":38.0,"BrightRetrieval (economics)":21.84,"BrightRetrieval (pony)":0.29,"BrightRetrieval (psychology)":30.69,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":19.23,"BrightRetrieval (sustainable_living)":25.65}
+{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":21.88,"BrightRetrieval (biology)":33.09,"BrightRetrieval (earth_science)":32.26,"BrightRetrieval (economics)":24.76,"BrightRetrieval (pony)":0.0,"BrightRetrieval (psychology)":35.15,"BrightRetrieval (robotics)":11.88,"BrightRetrieval (stackoverflow)":11.54,"BrightRetrieval (sustainable_living)":26.34}
+{"index":6,"Rank":9,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":18.4,"BrightRetrieval (biology)":31.47,"BrightRetrieval (earth_science)":35.49,"BrightRetrieval (economics)":17.96,"BrightRetrieval (pony)":0.84,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":9.9,"BrightRetrieval (stackoverflow)":15.81,"BrightRetrieval (sustainable_living)":15.23}
+{"index":9,"Rank":10,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":18.21,"BrightRetrieval (biology)":24.11,"BrightRetrieval (earth_science)":29.45,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":3.94,"BrightRetrieval (psychology)":21.29,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.53,"BrightRetrieval (sustainable_living)":25.42}
+{"index":10,"Rank":11,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":17.82,"BrightRetrieval (biology)":22.01,"BrightRetrieval (earth_science)":32.04,"BrightRetrieval (economics)":14.08,"BrightRetrieval (pony)":5.93,"BrightRetrieval (psychology)":20.5,"BrightRetrieval (robotics)":12.87,"BrightRetrieval (stackoverflow)":14.96,"BrightRetrieval (sustainable_living)":20.14}
+{"index":5,"Rank":12,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.75,"BrightRetrieval (biology)":16.42,"BrightRetrieval (earth_science)":27.73,"BrightRetrieval (economics)":20.87,"BrightRetrieval (pony)":0.36,"BrightRetrieval (psychology)":11.58,"BrightRetrieval (robotics)":10.89,"BrightRetrieval (stackoverflow)":13.25,"BrightRetrieval (sustainable_living)":16.9}
+{"index":2,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":11.35,"BrightRetrieval (biology)":10.68,"BrightRetrieval (earth_science)":15.37,"BrightRetrieval (economics)":10.68,"BrightRetrieval (pony)":5.35,"BrightRetrieval (psychology)":8.42,"BrightRetrieval (robotics)":7.43,"BrightRetrieval (stackoverflow)":22.22,"BrightRetrieval (sustainable_living)":10.68}
diff --git a/boards_data/coir/data_overall/default.txt b/boards_data/coir/data_overall/default.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/boards_data/coir/data_tasks/Retrieval/default.jsonl b/boards_data/coir/data_tasks/Retrieval/default.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..5b8e1165f7ca5957335b991110540b7a0044f124
--- /dev/null
+++ b/boards_data/coir/data_tasks/Retrieval/default.jsonl
@@ -0,0 +1 @@
+{"index":0,"Rank":1,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.88,"CodeTransOceanDL":29.45,"StackOverflowQA":90.32}
diff --git a/boards_data/da/data_tasks/Classification/default.jsonl b/boards_data/da/data_tasks/Classification/default.jsonl
index d4530731ce2ee850f1f2f2dbf4efbe6321e52612..231e37d5ffd9104fa78cd9c53c3e41a28c5f5ab0 100644
--- a/boards_data/da/data_tasks/Classification/default.jsonl
+++ b/boards_data/da/data_tasks/Classification/default.jsonl
@@ -1,21 +1,21 @@
-{"index":26,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
+{"index":27,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":59.94,"AngryTweetsClassification":54.95,"DKHateClassification":66.02,"DanishPoliticalCommentsClassification":38.27,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":82.29,"ScalaDaClassification":50.77}
{"index":19,"Rank":2,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":59.16,"AngryTweetsClassification":53.8,"DKHateClassification":60.09,"DanishPoliticalCommentsClassification":36.6,"LccSentimentClassification":57.33,"MassiveIntentClassification (da)":60.55,"MassiveScenarioClassification (da)":64.16,"NordicLangClassification":77.68,"ScalaDaClassification":63.08}
{"index":15,"Rank":3,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.9,"AngryTweetsClassification":52.14,"DKHateClassification":62.13,"DanishPoliticalCommentsClassification":35.04,"LccSentimentClassification":56.27,"MassiveIntentClassification (da)":57.03,"MassiveScenarioClassification (da)":60.43,"NordicLangClassification":85.27,"ScalaDaClassification":62.85}
-{"index":25,"Rank":4,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
-{"index":50,"Rank":5,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
+{"index":26,"Rank":4,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.61,"AngryTweetsClassification":54.65,"DKHateClassification":63.53,"DanishPoliticalCommentsClassification":36.69,"LccSentimentClassification":59.67,"MassiveIntentClassification (da)":60.16,"MassiveScenarioClassification (da)":67.46,"NordicLangClassification":75.94,"ScalaDaClassification":50.79}
+{"index":53,"Rank":5,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.31,"AngryTweetsClassification":54.28,"DKHateClassification":59.3,"DanishPoliticalCommentsClassification":39.81,"LccSentimentClassification":58.0,"MassiveIntentClassification (da)":54.68,"MassiveScenarioClassification (da)":59.56,"NordicLangClassification":74.25,"ScalaDaClassification":66.59}
{"index":14,"Rank":6,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":57.68,"AngryTweetsClassification":52.14,"DKHateClassification":61.73,"DanishPoliticalCommentsClassification":34.84,"LccSentimentClassification":51.4,"MassiveIntentClassification (da)":56.69,"MassiveScenarioClassification (da)":61.93,"NordicLangClassification":84.69,"ScalaDaClassification":57.99}
-{"index":32,"Rank":7,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
-{"index":28,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
-{"index":20,"Rank":9,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
-{"index":33,"Rank":10,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
-{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
-{"index":22,"Rank":12,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
-{"index":21,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
+{"index":34,"Rank":7,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":56.34,"AngryTweetsClassification":52.48,"DKHateClassification":58.78,"DanishPoliticalCommentsClassification":34.14,"LccSentimentClassification":54.07,"MassiveIntentClassification (da)":53.16,"MassiveScenarioClassification (da)":57.17,"NordicLangClassification":82.67,"ScalaDaClassification":58.25}
+{"index":29,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.12,"AngryTweetsClassification":53.57,"DKHateClassification":60.73,"DanishPoliticalCommentsClassification":34.38,"LccSentimentClassification":57.87,"MassiveIntentClassification (da)":54.63,"MassiveScenarioClassification (da)":62.34,"NordicLangClassification":75.15,"ScalaDaClassification":50.3}
+{"index":21,"Rank":9,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.03,"AngryTweetsClassification":49.62,"DKHateClassification":69.97,"DanishPoliticalCommentsClassification":37.59,"LccSentimentClassification":54.27,"MassiveIntentClassification (da)":62.03,"MassiveScenarioClassification (da)":67.76,"NordicLangClassification":48.4,"ScalaDaClassification":50.63}
+{"index":35,"Rank":10,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":54.21,"AngryTweetsClassification":49.04,"DKHateClassification":62.71,"DanishPoliticalCommentsClassification":33.53,"LccSentimentClassification":46.93,"MassiveIntentClassification (da)":45.98,"MassiveScenarioClassification (da)":50.51,"NordicLangClassification":84.25,"ScalaDaClassification":60.72}
+{"index":54,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":52.14,"AngryTweetsClassification":52.41,"DKHateClassification":56.78,"DanishPoliticalCommentsClassification":34.03,"LccSentimentClassification":52.27,"MassiveIntentClassification (da)":41.06,"MassiveScenarioClassification (da)":43.91,"NordicLangClassification":79.39,"ScalaDaClassification":57.3}
+{"index":23,"Rank":12,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.39,"AngryTweetsClassification":46.14,"DKHateClassification":58.72,"DanishPoliticalCommentsClassification":28.67,"LccSentimentClassification":42.13,"MassiveIntentClassification (da)":42.29,"MassiveScenarioClassification (da)":52.95,"NordicLangClassification":58.3,"ScalaDaClassification":49.9}
+{"index":22,"Rank":13,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":47.02,"AngryTweetsClassification":45.06,"DKHateClassification":58.51,"DanishPoliticalCommentsClassification":28.43,"LccSentimentClassification":37.47,"MassiveIntentClassification (da)":44.25,"MassiveScenarioClassification (da)":52.99,"NordicLangClassification":59.34,"ScalaDaClassification":50.08}
{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":46.67,"AngryTweetsClassification":44.46,"DKHateClassification":59.36,"DanishPoliticalCommentsClassification":28.32,"LccSentimentClassification":47.2,"MassiveIntentClassification (da)":42.84,"MassiveScenarioClassification (da)":49.64,"NordicLangClassification":51.45,"ScalaDaClassification":50.12}
-{"index":31,"Rank":15,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
-{"index":24,"Rank":16,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
+{"index":32,"Rank":15,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":46.33,"AngryTweetsClassification":47.91,"DKHateClassification":59.45,"DanishPoliticalCommentsClassification":31.89,"LccSentimentClassification":47.93,"MassiveIntentClassification (da)":26.3,"MassiveScenarioClassification (da)":28.93,"NordicLangClassification":57.82,"ScalaDaClassification":70.41}
+{"index":25,"Rank":16,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":45.66,"AngryTweetsClassification":43.6,"DKHateClassification":57.57,"DanishPoliticalCommentsClassification":28.37,"LccSentimentClassification":40.27,"MassiveIntentClassification (da)":41.89,"MassiveScenarioClassification (da)":49.93,"NordicLangClassification":53.47,"ScalaDaClassification":50.15}
{"index":6,"Rank":17,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":45.58,"AngryTweetsClassification":44.58,"DKHateClassification":55.53,"DanishPoliticalCommentsClassification":28.97,"LccSentimentClassification":41.2,"MassiveIntentClassification (da)":37.98,"MassiveScenarioClassification (da)":40.44,"NordicLangClassification":62.45,"ScalaDaClassification":53.53}
-{"index":36,"Rank":18,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
+{"index":39,"Rank":18,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":44.46,"AngryTweetsClassification":42.49,"DKHateClassification":55.05,"DanishPoliticalCommentsClassification":26.96,"LccSentimentClassification":38.47,"MassiveIntentClassification (da)":40.99,"MassiveScenarioClassification (da)":47.01,"NordicLangClassification":54.71,"ScalaDaClassification":50.03}
{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":33.61,"AngryTweetsClassification":40.52,"DKHateClassification":52.28,"DanishPoliticalCommentsClassification":25.17,"LccSentimentClassification":36.67,"MassiveIntentClassification (da)":6.51,"MassiveScenarioClassification (da)":11.5,"NordicLangClassification":44.53,"ScalaDaClassification":51.66}
{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":45.61,"MassiveScenarioClassification (da)":54.87,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":63.67,"MassiveScenarioClassification (da)":71.61,"NordicLangClassification":"","ScalaDaClassification":""}
@@ -24,29 +24,32 @@
{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":35.53,"MassiveScenarioClassification (da)":42.65,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AngryTweetsClassification":56.08,"DKHateClassification":"","DanishPoliticalCommentsClassification":40.88,"LccSentimentClassification":59.6,"MassiveIntentClassification (da)":"","MassiveScenarioClassification (da)":"","NordicLangClassification":61.0,"ScalaDaClassification":50.43}
{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":71.81,"MassiveScenarioClassification (da)":77.61,"NordicLangClassification":"","ScalaDaClassification":""}
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{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":44.18,"MassiveScenarioClassification (da)":45.44,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":43.56,"MassiveScenarioClassification (da)":44.75,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":55.06,"MassiveScenarioClassification (da)":64.26,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":51.23,"MassiveScenarioClassification (da)":53.52,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":39.67,"MassiveScenarioClassification (da)":44.68,"NordicLangClassification":"","ScalaDaClassification":""}
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-{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":38.47,"MassiveScenarioClassification (da)":39.93,"NordicLangClassification":"","ScalaDaClassification":""}
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-{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":48.42,"MassiveScenarioClassification (da)":57.28,"NordicLangClassification":"","ScalaDaClassification":""}
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diff --git a/boards_data/de/data_tasks/Clustering/default.jsonl b/boards_data/de/data_tasks/Clustering/default.jsonl
index 2f4b938c5499ebca54c696218667b936a60a733f..102730a91c9371386bb8fd8ccd5044c633abaa82 100644
--- a/boards_data/de/data_tasks/Clustering/default.jsonl
+++ b/boards_data/de/data_tasks/Clustering/default.jsonl
@@ -1,20 +1,21 @@
-{"index":6,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
-{"index":16,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
+{"index":7,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
+{"index":17,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
{"index":1,"Rank":3,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":10,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":4,"Rank":5,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
-{"index":15,"Rank":6,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
-{"index":13,"Rank":7,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":27.04,"BlurbsClusteringP2P":34.38,"BlurbsClusteringS2S":15.81,"TenKGnadClusteringP2P":35.96,"TenKGnadClusteringS2S":22.0}
-{"index":5,"Rank":8,"Model":"gbert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":27.0,"BlurbsClusteringP2P":35.36,"BlurbsClusteringS2S":11.27,"TenKGnadClusteringP2P":37.16,"TenKGnadClusteringS2S":24.23}
-{"index":17,"Rank":9,"Model":"use-cmlm-multilingual<\/a>","Model Size (Million Parameters)":472,"Memory Usage (GB, fp32)":1.76,"Average":26.9,"BlurbsClusteringP2P":29.63,"BlurbsClusteringS2S":15.24,"TenKGnadClusteringP2P":37.1,"TenKGnadClusteringS2S":25.64}
-{"index":12,"Rank":10,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":26.3,"BlurbsClusteringP2P":32.46,"BlurbsClusteringS2S":14.33,"TenKGnadClusteringP2P":36.13,"TenKGnadClusteringS2S":22.26}
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diff --git a/boards_data/en-x/data_tasks/BitextMining/default.jsonl b/boards_data/en-x/data_tasks/BitextMining/default.jsonl
index 07d73b04e165c0a0955520d078f101616cff812c..6802a02c26bff995e1f0dd216141f1467b5e4dcf 100644
--- a/boards_data/en-x/data_tasks/BitextMining/default.jsonl
+++ b/boards_data/en-x/data_tasks/BitextMining/default.jsonl
@@ -1,33 +1,37 @@
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diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index b076b3601cee5edb53017ccc29cb8a30a80f3fb1..536ac2628e2005e101cbd8005d8ce168fdd1421a 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -1,290 +1,318 @@
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-{"index":69,"Rank":196,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.85,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":74.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.11,"Summarization Average (1 datasets)":""}
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-{"index":86,"Rank":200,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":39.54,"PairClassification Average (3 datasets)":82.59,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":88,"Rank":202,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.56,"Clustering Average (11 datasets)":33.15,"PairClassification Average (3 datasets)":79.7,"Reranking Average (4 datasets)":50.55,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.37,"Summarization Average (1 datasets)":29.33}
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-{"index":96,"Rank":204,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":97,"Rank":205,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":98,"Rank":206,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":99,"Rank":207,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":100,"Rank":208,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":101,"Rank":209,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":102,"Rank":210,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":103,"Rank":211,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":107,"Rank":213,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.62}
-{"index":108,"Rank":214,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":79.84,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":32.47}
-{"index":112,"Rank":215,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":118,"Rank":216,"Model":"e5-R-mistral-7b-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":58.65,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":120,"Rank":217,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":122,"Rank":219,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":123,"Rank":220,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":125,"Rank":221,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":126,"Rank":222,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":127,"Rank":223,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":135,"Rank":224,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":138,"Rank":225,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":73.13,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.48,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":139,"Rank":226,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
-{"index":140,"Rank":227,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":142,"Rank":228,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":239,"Rank":270,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":261,"Rank":274,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":263,"Rank":276,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.23,"Clustering Average (11 datasets)":30.61,"PairClassification Average (3 datasets)":76.49,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.24,"Summarization Average (1 datasets)":30.1}
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-{"index":271,"Rank":280,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":41.73,"Clustering Average (11 datasets)":18.0,"PairClassification Average (3 datasets)":30.61,"Reranking Average (4 datasets)":34.44,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":39.1,"Summarization Average (1 datasets)":""}
-{"index":272,"Rank":281,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":61.37,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
-{"index":274,"Rank":282,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.45,"Clustering Average (11 datasets)":35.71,"PairClassification Average (3 datasets)":76.23,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":72.04,"Summarization Average (1 datasets)":29.42}
-{"index":275,"Rank":283,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.82,"PairClassification Average (3 datasets)":79.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":74.05,"Summarization Average (1 datasets)":29.01}
-{"index":276,"Rank":284,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":34.82,"PairClassification Average (3 datasets)":75.43,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.39,"Summarization Average (1 datasets)":30.79}
-{"index":277,"Rank":285,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":65.78,"Clustering Average (11 datasets)":35.06,"PairClassification Average (3 datasets)":79.62,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.35,"Summarization Average (1 datasets)":29.71}
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+{"index":133,"Rank":242,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
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+{"index":304,"Rank":314,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
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+{"index":306,"Rank":316,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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+{"index":312,"Rank":320,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":313,"Rank":321,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":55.14,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":315,"Rank":322,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.88,"Summarization Average (1 datasets)":""}
+{"index":316,"Rank":323,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.58,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.9,"Summarization Average (1 datasets)":""}
+{"index":317,"Rank":324,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":71.7,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.09,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.5,"Summarization Average (1 datasets)":""}
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+{"index":323,"Rank":329,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":324,"Rank":330,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":325,"Rank":331,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":327,"Rank":332,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.46,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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diff --git a/boards_data/en/data_tasks/Clustering/default.jsonl b/boards_data/en/data_tasks/Clustering/default.jsonl
index 5546ac869d7d1b718a653b6abc5e0cdf7104af05..7752d92ccee0184e10bf19ff41107211517ee3a5 100644
--- a/boards_data/en/data_tasks/Clustering/default.jsonl
+++ b/boards_data/en/data_tasks/Clustering/default.jsonl
@@ -1,209 +1,233 @@
-{"index":22,"Rank":1,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":57.89,"ArxivClusteringP2P":54.44,"ArxivClusteringS2S":49.33,"BiorxivClusteringP2P":53.05,"BiorxivClusteringS2S":48.38,"MedrxivClusteringP2P":45.86,"MedrxivClusteringS2S":44.33,"RedditClustering":72.33,"RedditClusteringP2P":72.72,"StackExchangeClustering":81.32,"StackExchangeClusteringP2P":46.05,"TwentyNewsgroupsClustering":68.98}
-{"index":156,"Rank":2,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":57.69,"ArxivClusteringP2P":55.44,"ArxivClusteringS2S":50.66,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":46.87,"MedrxivClusteringP2P":46.87,"MedrxivClusteringS2S":44.65,"RedditClustering":72.86,"RedditClusteringP2P":75.27,"StackExchangeClustering":80.29,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":61.43}
-{"index":17,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":59,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":141,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":58,"Rank":6,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.92,"ArxivClusteringP2P":56.46,"ArxivClusteringS2S":51.74,"BiorxivClusteringP2P":50.09,"BiorxivClusteringS2S":46.65,"MedrxivClusteringP2P":46.23,"MedrxivClusteringS2S":44.13,"RedditClustering":73.55,"RedditClusteringP2P":74.13,"StackExchangeClustering":79.86,"StackExchangeClusteringP2P":49.41,"TwentyNewsgroupsClustering":53.91}
-{"index":157,"Rank":7,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":56.7,"ArxivClusteringP2P":55.16,"ArxivClusteringS2S":49.82,"BiorxivClusteringP2P":50.68,"BiorxivClusteringS2S":45.81,"MedrxivClusteringP2P":46.32,"MedrxivClusteringS2S":44.29,"RedditClustering":71.19,"RedditClusteringP2P":74.42,"StackExchangeClustering":78.49,"StackExchangeClusteringP2P":48.9,"TwentyNewsgroupsClustering":58.57}
-{"index":105,"Rank":8,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":56.17,"ArxivClusteringP2P":54.02,"ArxivClusteringS2S":48.82,"BiorxivClusteringP2P":50.76,"BiorxivClusteringS2S":46.57,"MedrxivClusteringP2P":46.66,"MedrxivClusteringS2S":44.18,"RedditClustering":62.92,"RedditClusteringP2P":72.74,"StackExchangeClustering":76.48,"StackExchangeClusteringP2P":48.29,"TwentyNewsgroupsClustering":66.42}
-{"index":15,"Rank":9,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":55.83,"ArxivClusteringP2P":56.4,"ArxivClusteringS2S":51.45,"BiorxivClusteringP2P":49.01,"BiorxivClusteringS2S":45.06,"MedrxivClusteringP2P":44.37,"MedrxivClusteringS2S":42.0,"RedditClustering":73.37,"RedditClusteringP2P":72.51,"StackExchangeClustering":79.07,"StackExchangeClusteringP2P":49.57,"TwentyNewsgroupsClustering":51.31}
-{"index":25,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":54.65,"ArxivClusteringP2P":54.91,"ArxivClusteringS2S":50.28,"BiorxivClusteringP2P":52.64,"BiorxivClusteringS2S":49.2,"MedrxivClusteringP2P":45.81,"MedrxivClusteringS2S":44.11,"RedditClustering":56.03,"RedditClusteringP2P":65.83,"StackExchangeClustering":66.21,"StackExchangeClusteringP2P":45.74,"TwentyNewsgroupsClustering":70.44}
-{"index":6,"Rank":11,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":53.35,"ArxivClusteringP2P":51.81,"ArxivClusteringS2S":44.73,"BiorxivClusteringP2P":46.07,"BiorxivClusteringS2S":40.64,"MedrxivClusteringP2P":42.94,"MedrxivClusteringS2S":41.44,"RedditClustering":68.5,"RedditClusteringP2P":64.86,"StackExchangeClustering":74.16,"StackExchangeClusteringP2P":45.1,"TwentyNewsgroupsClustering":66.62}
-{"index":228,"Rank":12,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":52.8,"ArxivClusteringP2P":53.76,"ArxivClusteringS2S":49.59,"BiorxivClusteringP2P":48.15,"BiorxivClusteringS2S":44.74,"MedrxivClusteringP2P":39.24,"MedrxivClusteringS2S":36.98,"RedditClustering":63.2,"RedditClusteringP2P":68.01,"StackExchangeClustering":74.99,"StackExchangeClusteringP2P":42.04,"TwentyNewsgroupsClustering":60.13}
-{"index":9,"Rank":13,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":52.42,"ArxivClusteringP2P":51.95,"ArxivClusteringS2S":42.48,"BiorxivClusteringP2P":50.15,"BiorxivClusteringS2S":42.84,"MedrxivClusteringP2P":47.24,"MedrxivClusteringS2S":43.48,"RedditClustering":63.73,"RedditClusteringP2P":64.09,"StackExchangeClustering":70.71,"StackExchangeClusteringP2P":40.34,"TwentyNewsgroupsClustering":59.56}
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-{"index":67,"Rank":15,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":51.42,"ArxivClusteringP2P":51.48,"ArxivClusteringS2S":47.3,"BiorxivClusteringP2P":42.73,"BiorxivClusteringS2S":39.58,"MedrxivClusteringP2P":37.84,"MedrxivClusteringS2S":36.65,"RedditClustering":61.52,"RedditClusteringP2P":68.24,"StackExchangeClustering":76.94,"StackExchangeClusteringP2P":46.04,"TwentyNewsgroupsClustering":57.3}
-{"index":47,"Rank":16,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":50.61,"ArxivClusteringP2P":51.67,"ArxivClusteringS2S":48.11,"BiorxivClusteringP2P":40.87,"BiorxivClusteringS2S":39.8,"MedrxivClusteringP2P":36.52,"MedrxivClusteringS2S":36.8,"RedditClustering":61.3,"RedditClusteringP2P":67.26,"StackExchangeClustering":77.33,"StackExchangeClusteringP2P":41.33,"TwentyNewsgroupsClustering":55.7}
-{"index":173,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
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diff --git a/boards_data/en/data_tasks/PairClassification/default.jsonl b/boards_data/en/data_tasks/PairClassification/default.jsonl
index 8d0d63c263f29fb53c59ff610f720d8d7042e54d..01164ee34f64e7d8e315bc7ee280230b4793e316 100644
--- a/boards_data/en/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/en/data_tasks/PairClassification/default.jsonl
@@ -1,209 +1,229 @@
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+{"index":287,"Rank":181,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.49,"SprintDuplicateQuestions":88.05,"TwitterSemEval2015":67.55,"TwitterURLCorpus":82.88}
+{"index":286,"Rank":182,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.48,"SprintDuplicateQuestions":88.84,"TwitterSemEval2015":66.76,"TwitterURLCorpus":82.83}
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+{"index":71,"Rank":191,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":78.01,"SprintDuplicateQuestions":88.14,"TwitterSemEval2015":66.6,"TwitterURLCorpus":79.3}
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+{"index":105,"Rank":271,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/boards_data/en/data_tasks/Reranking/default.jsonl b/boards_data/en/data_tasks/Reranking/default.jsonl
index 8b31c34b1e24c02d83d1a1eff4dc36d8e0c8aab2..78b0ddce32b16b01b64c25ff6ae6c8fe26920225 100644
--- a/boards_data/en/data_tasks/Reranking/default.jsonl
+++ b/boards_data/en/data_tasks/Reranking/default.jsonl
@@ -1,202 +1,226 @@
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diff --git a/boards_data/en/data_tasks/Retrieval/default.jsonl b/boards_data/en/data_tasks/Retrieval/default.jsonl
index 9b52cd1f9abd8d6dfd0a9ad758d9bb7ec95003c7..092e4c965f90230d6955cade90941eb4eed86f2e 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -1,203 +1,230 @@
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diff --git a/boards_data/en/data_tasks/STS/default.jsonl b/boards_data/en/data_tasks/STS/default.jsonl
index 660e9ceed9b4482758f3e9b35aa17664511e43ec..3f5e5c1dc808e6965630aa89035de92fa5150449 100644
--- a/boards_data/en/data_tasks/STS/default.jsonl
+++ b/boards_data/en/data_tasks/STS/default.jsonl
@@ -1,213 +1,238 @@
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diff --git a/boards_data/en/data_tasks/Summarization/default.jsonl b/boards_data/en/data_tasks/Summarization/default.jsonl
index c80c13a928057b1198f09eee1df09cb81c0aa555..fba420ef033ac55b9745e660fc110f01ed4cc974 100644
--- a/boards_data/en/data_tasks/Summarization/default.jsonl
+++ b/boards_data/en/data_tasks/Summarization/default.jsonl
@@ -1,187 +1,207 @@
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+{"index":251,"Rank":116,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"SummEval":30.49}
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+{"index":101,"Rank":122,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":120,"Rank":123,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
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+{"index":78,"Rank":133,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
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+{"index":155,"Rank":135,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
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+{"index":57,"Rank":145,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
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+{"index":285,"Rank":149,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
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+{"index":267,"Rank":152,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
+{"index":112,"Rank":153,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
+{"index":264,"Rank":154,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
+{"index":30,"Rank":155,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
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+{"index":79,"Rank":167,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":29.91}
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+{"index":300,"Rank":178,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
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+{"index":249,"Rank":202,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":27.66}
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+{"index":326,"Rank":204,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":26.94}
+{"index":11,"Rank":205,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEval":26.8}
+{"index":119,"Rank":206,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":24.79}
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diff --git a/boards_data/fr/data_overall/default.jsonl b/boards_data/fr/data_overall/default.jsonl
index dfe61a9e05e016af8e6feb890c7584b4951e37ef..0d227a5a0a30113ae29d9d33b64d9e697920f993 100644
--- a/boards_data/fr/data_overall/default.jsonl
+++ b/boards_data/fr/data_overall/default.jsonl
@@ -1,87 +1,85 @@
{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (26 datasets)":70.08,"Classification Average (6 datasets)":81.62,"Clustering Average (7 datasets)":56.48,"PairClassification Average (2 datasets)":85.07,"Reranking Average (2 datasets)":85.22,"Retrieval Average (5 datasets)":63.47,"STS Average (3 datasets)":82.59,"Summarization Average (1 datasets)":31.26}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (26 datasets)":68.25,"Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":55.56,"PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (26 datasets)":66.6,"Classification Average (6 datasets)":78.02,"Clustering Average (7 datasets)":55.01,"PairClassification Average (2 datasets)":86.88,"Reranking Average (2 datasets)":83.76,"Retrieval Average (5 datasets)":52.56,"STS Average (3 datasets)":81.26,"Summarization Average (1 datasets)":30.5}
-{"index":29,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3}
-{"index":4,"Rank":5,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (26 datasets)":61.65,"Classification Average (6 datasets)":68.56,"Clustering Average (7 datasets)":46.57,"PairClassification Average (2 datasets)":78.66,"Reranking Average (2 datasets)":82.59,"Retrieval Average (5 datasets)":54.56,"STS Average (3 datasets)":80.13,"Summarization Average (1 datasets)":29.96}
-{"index":3,"Rank":6,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (26 datasets)":60.58,"Classification Average (6 datasets)":68.45,"Clustering Average (7 datasets)":44.23,"PairClassification Average (2 datasets)":77.3,"Reranking Average (2 datasets)":82.06,"Retrieval Average (5 datasets)":52.98,"STS Average (3 datasets)":80.29,"Summarization Average (1 datasets)":30.34}
-{"index":10,"Rank":7,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (26 datasets)":59.79,"Classification Average (6 datasets)":68.72,"Clustering Average (7 datasets)":41.66,"PairClassification Average (2 datasets)":79.46,"Reranking Average (2 datasets)":76.47,"Retrieval Average (5 datasets)":52.97,"STS Average (3 datasets)":81.36,"Summarization Average (1 datasets)":29.74}
-{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average (26 datasets)":59.41,"Classification Average (6 datasets)":68.61,"Clustering Average (7 datasets)":44.74,"PairClassification Average (2 datasets)":77.32,"Reranking Average (2 datasets)":80.46,"Retrieval Average (5 datasets)":46.81,"STS Average (3 datasets)":79.56,"Summarization Average (1 datasets)":31.47}
-{"index":28,"Rank":9,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":59.09,"Classification Average (6 datasets)":66.74,"Clustering Average (7 datasets)":47.45,"PairClassification Average (2 datasets)":77.01,"Reranking Average (2 datasets)":77.14,"Retrieval Average (5 datasets)":44.99,"STS Average (3 datasets)":80.12,"Summarization Average (1 datasets)":30.16}
-{"index":2,"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (26 datasets)":58.53,"Classification Average (6 datasets)":67.44,"Clustering Average (7 datasets)":45.46,"PairClassification Average (2 datasets)":76.85,"Reranking Average (2 datasets)":78.78,"Retrieval Average (5 datasets)":45.33,"STS Average (3 datasets)":77.52,"Summarization Average (1 datasets)":28.34}
-{"index":36,"Rank":11,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":58.03,"Classification Average (6 datasets)":70.02,"Clustering Average (7 datasets)":39.65,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":76.58,"Retrieval Average (5 datasets)":46.78,"STS Average (3 datasets)":80.01,"Summarization Average (1 datasets)":29.69}
-{"index":83,"Rank":12,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":57.81,"Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":78.96,"Reranking Average (2 datasets)":76.76,"Retrieval Average (5 datasets)":43.84,"STS Average (3 datasets)":78.37,"Summarization Average (1 datasets)":30.39}
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-{"index":45,"Rank":37,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":49.61,"Classification Average (6 datasets)":56.63,"Clustering Average (7 datasets)":35.44,"PairClassification Average (2 datasets)":74.74,"Reranking Average (2 datasets)":64.22,"Retrieval Average (5 datasets)":32.37,"STS Average (3 datasets)":77.79,"Summarization Average (1 datasets)":28.77}
-{"index":56,"Rank":38,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":48.33,"Classification Average (6 datasets)":57.72,"Clustering Average (7 datasets)":41.16,"PairClassification Average (2 datasets)":76.08,"Reranking Average (2 datasets)":62.2,"Retrieval Average (5 datasets)":23.44,"STS Average (3 datasets)":65.36,"Summarization Average (1 datasets)":32.22}
-{"index":88,"Rank":39,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":47.6,"Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.81,"Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":78.28,"Summarization Average (1 datasets)":29.33}
-{"index":7,"Rank":40,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":45.65,"Classification Average (6 datasets)":60.98,"Clustering Average (7 datasets)":41.21,"PairClassification Average (2 datasets)":80.54,"Reranking Average (2 datasets)":49.98,"Retrieval Average (5 datasets)":12.94,"STS Average (3 datasets)":59.33,"Summarization Average (1 datasets)":28.72}
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-{"index":61,"Rank":42,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":43.46,"Classification Average (6 datasets)":54.9,"Clustering Average (7 datasets)":35.04,"PairClassification Average (2 datasets)":73.76,"Reranking Average (2 datasets)":50.86,"Retrieval Average (5 datasets)":17.91,"STS Average (3 datasets)":62.34,"Summarization Average (1 datasets)":29.48}
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-{"index":54,"Rank":48,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.1,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":70.08,"Reranking Average (2 datasets)":44.74,"Retrieval Average (5 datasets)":8.52,"STS Average (3 datasets)":50.02,"Summarization Average (1 datasets)":28.81}
-{"index":62,"Rank":49,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":31.66,"Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":70.9,"Reranking Average (2 datasets)":39.82,"Retrieval Average (5 datasets)":7.98,"STS Average (3 datasets)":50.89,"Summarization Average (1 datasets)":23.63}
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-{"index":91,"Rank":51,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":30.35,"Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.4,"Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":50.52,"Summarization Average (1 datasets)":29.14}
-{"index":51,"Rank":52,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":30.05,"Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":67.02,"Reranking Average (2 datasets)":45.34,"Retrieval Average (5 datasets)":5.87,"STS Average (3 datasets)":52.12,"Summarization Average (1 datasets)":31.26}
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-{"index":53,"Rank":54,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":25.35,"Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":64.46,"Reranking Average (2 datasets)":34.54,"Retrieval Average (5 datasets)":1.22,"STS Average (3 datasets)":32.93,"Summarization Average (1 datasets)":29.25}
-{"index":6,"Rank":55,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":17,"Rank":59,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":18,"Rank":60,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":19,"Rank":61,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":23,"Rank":62,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
-{"index":24,"Rank":63,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
-{"index":27,"Rank":66,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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+{"index":87,"Rank":40,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":47.6,"Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":78.81,"Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":78.28,"Summarization Average (1 datasets)":29.33}
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+{"index":20,"Rank":47,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":37.18,"Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":70.1,"Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.5,"STS Average (3 datasets)":50.44,"Summarization Average (1 datasets)":29.06}
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+{"index":90,"Rank":52,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":30.35,"Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":68.4,"Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":50.52,"Summarization Average (1 datasets)":29.14}
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+{"index":85,"Rank":92,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
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+{"index":94,"Rank":95,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""}
diff --git a/boards_data/fr/data_tasks/Classification/default.jsonl b/boards_data/fr/data_tasks/Classification/default.jsonl
index 899728f7ee59409a0ea35ac6c54980c887beee0f..4c98d196cb387f61a5eb59c28705e775cfa4fe4f 100644
--- a/boards_data/fr/data_tasks/Classification/default.jsonl
+++ b/boards_data/fr/data_tasks/Classification/default.jsonl
@@ -1,84 +1,83 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":43,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":23,"Rank":3,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":24,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":11,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
-{"index":8,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":38,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":49,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":36,"Rank":9,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
-{"index":94,"Rank":10,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
-{"index":29,"Rank":11,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
-{"index":10,"Rank":12,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.72,"AmazonReviewsClassification (fr)":39.57,"MasakhaNEWSClassification (fra)":80.66,"MassiveIntentClassification (fr)":67.92,"MassiveScenarioClassification (fr)":72.65,"MTOPDomainClassification (fr)":87.49,"MTOPIntentClassification (fr)":64.06}
-{"index":0,"Rank":13,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.61,"AmazonReviewsClassification (fr)":41.59,"MasakhaNEWSClassification (fra)":81.4,"MassiveIntentClassification (fr)":62.83,"MassiveScenarioClassification (fr)":69.71,"MTOPDomainClassification (fr)":90.05,"MTOPIntentClassification (fr)":66.09}
-{"index":4,"Rank":14,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.56,"AmazonReviewsClassification (fr)":43.36,"MasakhaNEWSClassification (fra)":74.81,"MassiveIntentClassification (fr)":68.06,"MassiveScenarioClassification (fr)":74.29,"MTOPDomainClassification (fr)":90.33,"MTOPIntentClassification (fr)":60.52}
-{"index":64,"Rank":15,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":68.48,"AmazonReviewsClassification (fr)":36.62,"MasakhaNEWSClassification (fra)":80.4,"MassiveIntentClassification (fr)":65.86,"MassiveScenarioClassification (fr)":71.6,"MTOPDomainClassification (fr)":88.7,"MTOPIntentClassification (fr)":67.69}
-{"index":3,"Rank":16,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.45,"AmazonReviewsClassification (fr)":41.98,"MasakhaNEWSClassification (fra)":76.42,"MassiveIntentClassification (fr)":66.94,"MassiveScenarioClassification (fr)":72.78,"MTOPDomainClassification (fr)":90.12,"MTOPIntentClassification (fr)":62.44}
-{"index":58,"Rank":17,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":68.39,"AmazonReviewsClassification (fr)":41.91,"MasakhaNEWSClassification (fra)":79.38,"MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":86.41,"MTOPIntentClassification (fr)":59.43}
-{"index":63,"Rank":18,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":67.57,"AmazonReviewsClassification (fr)":42.33,"MasakhaNEWSClassification (fra)":70.52,"MassiveIntentClassification (fr)":66.7,"MassiveScenarioClassification (fr)":74.58,"MTOPDomainClassification (fr)":90.39,"MTOPIntentClassification (fr)":60.88}
-{"index":2,"Rank":19,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.44,"AmazonReviewsClassification (fr)":42.15,"MasakhaNEWSClassification (fra)":82.13,"MassiveIntentClassification (fr)":63.08,"MassiveScenarioClassification (fr)":70.15,"MTOPDomainClassification (fr)":87.68,"MTOPIntentClassification (fr)":59.44}
-{"index":65,"Rank":20,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.4,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":73.18,"MassiveIntentClassification (fr)":66.3,"MassiveScenarioClassification (fr)":71.7,"MTOPDomainClassification (fr)":88.96,"MTOPIntentClassification (fr)":67.76}
-{"index":83,"Rank":21,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.36,"AmazonReviewsClassification (fr)":46.09,"MasakhaNEWSClassification (fra)":79.1,"MassiveIntentClassification (fr)":65.91,"MassiveScenarioClassification (fr)":68.53,"MTOPDomainClassification (fr)":86.2,"MTOPIntentClassification (fr)":58.33}
-{"index":66,"Rank":22,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.11,"AmazonReviewsClassification (fr)":35.11,"MasakhaNEWSClassification (fra)":75.17,"MassiveIntentClassification (fr)":66.48,"MassiveScenarioClassification (fr)":71.47,"MTOPDomainClassification (fr)":88.52,"MTOPIntentClassification (fr)":65.93}
-{"index":16,"Rank":23,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.08,"AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":83.06,"MassiveIntentClassification (fr)":62.94,"MassiveScenarioClassification (fr)":67.29,"MTOPDomainClassification (fr)":86.23,"MTOPIntentClassification (fr)":61.07}
-{"index":57,"Rank":24,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.8,"AmazonReviewsClassification (fr)":40.94,"MasakhaNEWSClassification (fra)":79.69,"MassiveIntentClassification (fr)":67.95,"MassiveScenarioClassification (fr)":71.89,"MTOPDomainClassification (fr)":84.79,"MTOPIntentClassification (fr)":55.51}
-{"index":28,"Rank":25,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.74,"AmazonReviewsClassification (fr)":40.35,"MasakhaNEWSClassification (fra)":77.44,"MassiveIntentClassification (fr)":64.99,"MassiveScenarioClassification (fr)":71.72,"MTOPDomainClassification (fr)":86.83,"MTOPIntentClassification (fr)":59.13}
-{"index":30,"Rank":26,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":66.54,"AmazonReviewsClassification (fr)":44.11,"MasakhaNEWSClassification (fra)":69.81,"MassiveIntentClassification (fr)":66.14,"MassiveScenarioClassification (fr)":72.74,"MTOPDomainClassification (fr)":87.82,"MTOPIntentClassification (fr)":58.63}
-{"index":90,"Rank":27,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.37,"AmazonReviewsClassification (fr)":35.09,"MasakhaNEWSClassification (fra)":72.04,"MassiveIntentClassification (fr)":65.8,"MassiveScenarioClassification (fr)":73.47,"MTOPDomainClassification (fr)":88.19,"MTOPIntentClassification (fr)":63.64}
-{"index":67,"Rank":28,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":65.96,"AmazonReviewsClassification (fr)":34.62,"MasakhaNEWSClassification (fra)":74.29,"MassiveIntentClassification (fr)":65.67,"MassiveScenarioClassification (fr)":71.61,"MTOPDomainClassification (fr)":86.97,"MTOPIntentClassification (fr)":62.59}
-{"index":93,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.92,"AmazonReviewsClassification (fr)":43.51,"MasakhaNEWSClassification (fra)":72.61,"MassiveIntentClassification (fr)":65.15,"MassiveScenarioClassification (fr)":69.94,"MTOPDomainClassification (fr)":85.33,"MTOPIntentClassification (fr)":59.01}
-{"index":46,"Rank":30,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":65.82,"AmazonReviewsClassification (fr)":37.97,"MasakhaNEWSClassification (fra)":80.62,"MassiveIntentClassification (fr)":62.65,"MassiveScenarioClassification (fr)":69.29,"MTOPDomainClassification (fr)":85.74,"MTOPIntentClassification (fr)":58.62}
-{"index":31,"Rank":31,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.18,"AmazonReviewsClassification (fr)":36.48,"MasakhaNEWSClassification (fra)":78.44,"MassiveIntentClassification (fr)":64.57,"MassiveScenarioClassification (fr)":69.04,"MTOPDomainClassification (fr)":84.19,"MTOPIntentClassification (fr)":58.35}
-{"index":82,"Rank":32,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":65.09,"AmazonReviewsClassification (fr)":43.52,"MasakhaNEWSClassification (fra)":80.09,"MassiveIntentClassification (fr)":60.99,"MassiveScenarioClassification (fr)":66.42,"MTOPDomainClassification (fr)":85.14,"MTOPIntentClassification (fr)":54.39}
-{"index":79,"Rank":33,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.64,"AmazonReviewsClassification (fr)":39.0,"MasakhaNEWSClassification (fra)":78.1,"MassiveIntentClassification (fr)":61.88,"MassiveScenarioClassification (fr)":67.9,"MTOPDomainClassification (fr)":81.21,"MTOPIntentClassification (fr)":59.76}
-{"index":68,"Rank":34,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":64.6,"AmazonReviewsClassification (fr)":38.52,"MasakhaNEWSClassification (fra)":77.39,"MassiveIntentClassification (fr)":60.47,"MassiveScenarioClassification (fr)":65.1,"MTOPDomainClassification (fr)":84.14,"MTOPIntentClassification (fr)":62.01}
-{"index":37,"Rank":35,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":64.57,"AmazonReviewsClassification (fr)":34.79,"MasakhaNEWSClassification (fra)":79.29,"MassiveIntentClassification (fr)":59.41,"MassiveScenarioClassification (fr)":65.29,"MTOPDomainClassification (fr)":85.52,"MTOPIntentClassification (fr)":63.12}
-{"index":89,"Rank":36,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.41,"AmazonReviewsClassification (fr)":33.51,"MasakhaNEWSClassification (fra)":82.06,"MassiveIntentClassification (fr)":61.19,"MassiveScenarioClassification (fr)":70.22,"MTOPDomainClassification (fr)":85.5,"MTOPIntentClassification (fr)":53.98}
-{"index":60,"Rank":37,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":63.13,"AmazonReviewsClassification (fr)":39.68,"MasakhaNEWSClassification (fra)":77.65,"MassiveIntentClassification (fr)":65.47,"MassiveScenarioClassification (fr)":68.76,"MTOPDomainClassification (fr)":81.2,"MTOPIntentClassification (fr)":46.01}
-{"index":74,"Rank":38,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":62.14,"AmazonReviewsClassification (fr)":35.7,"MasakhaNEWSClassification (fra)":76.87,"MassiveIntentClassification (fr)":57.02,"MassiveScenarioClassification (fr)":65.2,"MTOPDomainClassification (fr)":84.61,"MTOPIntentClassification (fr)":53.41}
-{"index":81,"Rank":39,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":61.64,"AmazonReviewsClassification (fr)":41.48,"MasakhaNEWSClassification (fra)":80.43,"MassiveIntentClassification (fr)":57.01,"MassiveScenarioClassification (fr)":63.6,"MTOPDomainClassification (fr)":79.6,"MTOPIntentClassification (fr)":47.73}
-{"index":15,"Rank":40,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.3,"AmazonReviewsClassification (fr)":38.6,"MasakhaNEWSClassification (fra)":82.58,"MassiveIntentClassification (fr)":56.31,"MassiveScenarioClassification (fr)":59.5,"MTOPDomainClassification (fr)":80.79,"MTOPIntentClassification (fr)":50.01}
-{"index":78,"Rank":41,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":61.02,"AmazonReviewsClassification (fr)":35.3,"MasakhaNEWSClassification (fra)":76.09,"MassiveIntentClassification (fr)":57.52,"MassiveScenarioClassification (fr)":64.52,"MTOPDomainClassification (fr)":78.63,"MTOPIntentClassification (fr)":54.05}
-{"index":7,"Rank":42,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.98,"AmazonReviewsClassification (fr)":35.07,"MasakhaNEWSClassification (fra)":76.0,"MassiveIntentClassification (fr)":56.03,"MassiveScenarioClassification (fr)":59.3,"MTOPDomainClassification (fr)":75.7,"MTOPIntentClassification (fr)":63.76}
-{"index":1,"Rank":43,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.84,"AmazonReviewsClassification (fr)":37.26,"MasakhaNEWSClassification (fra)":80.19,"MassiveIntentClassification (fr)":53.7,"MassiveScenarioClassification (fr)":62.46,"MTOPDomainClassification (fr)":79.79,"MTOPIntentClassification (fr)":45.62}
-{"index":80,"Rank":44,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":58.08,"AmazonReviewsClassification (fr)":37.35,"MasakhaNEWSClassification (fra)":81.21,"MassiveIntentClassification (fr)":51.13,"MassiveScenarioClassification (fr)":59.92,"MTOPDomainClassification (fr)":75.03,"MTOPIntentClassification (fr)":43.85}
-{"index":56,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":57.72,"AmazonReviewsClassification (fr)":36.71,"MasakhaNEWSClassification (fra)":80.59,"MassiveIntentClassification (fr)":46.39,"MassiveScenarioClassification (fr)":53.86,"MTOPDomainClassification (fr)":74.8,"MTOPIntentClassification (fr)":53.97}
-{"index":45,"Rank":46,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":56.63,"AmazonReviewsClassification (fr)":36.03,"MasakhaNEWSClassification (fra)":70.36,"MassiveIntentClassification (fr)":51.59,"MassiveScenarioClassification (fr)":61.28,"MTOPDomainClassification (fr)":77.1,"MTOPIntentClassification (fr)":43.44}
-{"index":88,"Rank":47,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.78,"AmazonReviewsClassification (fr)":34.25,"MasakhaNEWSClassification (fra)":73.84,"MassiveIntentClassification (fr)":51.93,"MassiveScenarioClassification (fr)":58.31,"MTOPDomainClassification (fr)":71.83,"MTOPIntentClassification (fr)":44.53}
-{"index":61,"Rank":48,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.9,"AmazonReviewsClassification (fr)":35.12,"MasakhaNEWSClassification (fra)":80.83,"MassiveIntentClassification (fr)":43.21,"MassiveScenarioClassification (fr)":49.78,"MTOPDomainClassification (fr)":69.24,"MTOPIntentClassification (fr)":51.25}
-{"index":5,"Rank":49,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.31,"AmazonReviewsClassification (fr)":31.12,"MasakhaNEWSClassification (fra)":65.9,"MassiveIntentClassification (fr)":46.13,"MassiveScenarioClassification (fr)":54.32,"MTOPDomainClassification (fr)":72.26,"MTOPIntentClassification (fr)":50.12}
-{"index":69,"Rank":50,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":52.14,"AmazonReviewsClassification (fr)":27.54,"MasakhaNEWSClassification (fra)":72.2,"MassiveIntentClassification (fr)":44.82,"MassiveScenarioClassification (fr)":53.76,"MTOPDomainClassification (fr)":75.59,"MTOPIntentClassification (fr)":38.94}
-{"index":77,"Rank":51,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":50.9,"AmazonReviewsClassification (fr)":27.05,"MasakhaNEWSClassification (fra)":75.62,"MassiveIntentClassification (fr)":42.64,"MassiveScenarioClassification (fr)":49.92,"MTOPDomainClassification (fr)":72.97,"MTOPIntentClassification (fr)":37.18}
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+{"index":86,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
diff --git a/boards_data/fr/data_tasks/Clustering/default.jsonl b/boards_data/fr/data_tasks/Clustering/default.jsonl
index d25adf0cdbd81de1df0ac8fb367dd9e9a0e8c734..23bc4a9e5fdeafa2c65e0f14f0ffc203bfc3d8cb 100644
--- a/boards_data/fr/data_tasks/Clustering/default.jsonl
+++ b/boards_data/fr/data_tasks/Clustering/default.jsonl
@@ -1,63 +1,60 @@
{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.56,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":43.7,"MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":63.62}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
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-{"index":4,"Rank":7,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
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-{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
-{"index":3,"Rank":11,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
-{"index":83,"Rank":12,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
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-{"index":89,"Rank":15,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.0,"AlloProfClusteringP2P":56.9,"AlloProfClusteringS2S":37.84,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.9,"MLSUMClusteringS2S (fr)":35.5,"MasakhaNEWSClusteringP2P (fra)":60.57,"MasakhaNEWSClusteringS2S (fra)":40.31}
-{"index":1,"Rank":16,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.88,"AlloProfClusteringP2P":57.96,"AlloProfClusteringS2S":41.65,"HALClusteringS2S":24.84,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":38.77,"MasakhaNEWSClusteringP2P (fra)":48.54,"MasakhaNEWSClusteringS2S (fra)":36.33}
-{"index":67,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
-{"index":37,"Rank":18,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.7,"AlloProfClusteringP2P":64.12,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":23.4,"MLSUMClusteringP2P (fr)":42.94,"MLSUMClusteringS2S (fr)":33.91,"MasakhaNEWSClusteringP2P (fra)":53.94,"MasakhaNEWSClusteringS2S (fra)":41.05}
-{"index":10,"Rank":19,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
-{"index":82,"Rank":20,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
-{"index":64,"Rank":21,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
-{"index":7,"Rank":22,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
-{"index":56,"Rank":23,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
-{"index":16,"Rank":24,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.7,"AlloProfClusteringP2P":63.53,"AlloProfClusteringS2S":36.18,"HALClusteringS2S":19.9,"MLSUMClusteringP2P (fr)":45.08,"MLSUMClusteringS2S (fr)":34.75,"MasakhaNEWSClusteringP2P (fra)":53.18,"MasakhaNEWSClusteringS2S (fra)":32.31}
-{"index":81,"Rank":25,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.6,"AlloProfClusteringP2P":61.82,"AlloProfClusteringS2S":39.78,"HALClusteringS2S":18.73,"MLSUMClusteringP2P (fr)":42.07,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":58.6,"MasakhaNEWSClusteringS2S (fra)":31.33}
-{"index":55,"Rank":26,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":40.43,"AlloProfClusteringP2P":60.66,"AlloProfClusteringS2S":35.05,"HALClusteringS2S":20.9,"MLSUMClusteringP2P (fr)":43.5,"MLSUMClusteringS2S (fr)":30.99,"MasakhaNEWSClusteringP2P (fra)":49.71,"MasakhaNEWSClusteringS2S (fra)":42.23}
-{"index":66,"Rank":27,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":40.4,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":37.62,"HALClusteringS2S":25.76,"MLSUMClusteringP2P (fr)":41.82,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":42.63,"MasakhaNEWSClusteringS2S (fra)":36.4}
-{"index":80,"Rank":28,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
-{"index":93,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
-{"index":65,"Rank":30,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
-{"index":36,"Rank":31,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
-{"index":79,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
-{"index":60,"Rank":33,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
-{"index":15,"Rank":34,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
-{"index":58,"Rank":35,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":38.7,"AlloProfClusteringP2P":62.99,"AlloProfClusteringS2S":32.26,"HALClusteringS2S":22.44,"MLSUMClusteringP2P (fr)":44.04,"MLSUMClusteringS2S (fr)":37.65,"MasakhaNEWSClusteringP2P (fra)":40.94,"MasakhaNEWSClusteringS2S (fra)":30.56}
-{"index":74,"Rank":36,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":38.7,"AlloProfClusteringP2P":55.95,"AlloProfClusteringS2S":35.39,"HALClusteringS2S":18.2,"MLSUMClusteringP2P (fr)":40.17,"MLSUMClusteringS2S (fr)":34.65,"MasakhaNEWSClusteringP2P (fra)":53.76,"MasakhaNEWSClusteringS2S (fra)":32.76}
-{"index":30,"Rank":37,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":38.61,"AlloProfClusteringP2P":55.52,"AlloProfClusteringS2S":35.8,"HALClusteringS2S":23.14,"MLSUMClusteringP2P (fr)":40.31,"MLSUMClusteringS2S (fr)":40.05,"MasakhaNEWSClusteringP2P (fra)":45.03,"MasakhaNEWSClusteringS2S (fra)":30.39}
-{"index":78,"Rank":38,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.35,"AlloProfClusteringP2P":56.06,"AlloProfClusteringS2S":42.16,"HALClusteringS2S":23.21,"MLSUMClusteringP2P (fr)":39.97,"MLSUMClusteringS2S (fr)":36.55,"MasakhaNEWSClusteringP2P (fra)":36.58,"MasakhaNEWSClusteringS2S (fra)":33.9}
-{"index":68,"Rank":39,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
-{"index":63,"Rank":40,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
-{"index":90,"Rank":41,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
-{"index":45,"Rank":42,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
-{"index":61,"Rank":43,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
-{"index":70,"Rank":44,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
-{"index":21,"Rank":45,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":22,"Rank":46,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":20,"Rank":47,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":54,"Rank":48,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
-{"index":69,"Rank":49,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
-{"index":88,"Rank":50,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
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-{"index":5,"Rank":52,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
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-{"index":51,"Rank":56,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
-{"index":53,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
-{"index":52,"Rank":58,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
-{"index":23,"Rank":66,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":24,"Rank":67,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":38,"Rank":75,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":"","HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":""}
-{"index":43,"Rank":80,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":"","HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":""}
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+{"index":93,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.67,"AlloProfClusteringP2P":64.83,"AlloProfClusteringS2S":53.52,"HALClusteringS2S":26.18,"MLSUMClusteringP2P (fr)":44.59,"MLSUMClusteringS2S (fr)":41.67,"MasakhaNEWSClusteringP2P (fra)":68.35,"MasakhaNEWSClusteringS2S (fra)":48.58}
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+{"index":4,"Rank":8,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.57,"AlloProfClusteringP2P":65.37,"AlloProfClusteringS2S":47.03,"HALClusteringS2S":27.67,"MLSUMClusteringP2P (fr)":45.99,"MLSUMClusteringS2S (fr)":45.57,"MasakhaNEWSClusteringP2P (fra)":44.53,"MasakhaNEWSClusteringS2S (fra)":49.8}
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+{"index":0,"Rank":11,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.74,"AlloProfClusteringP2P":62.01,"AlloProfClusteringS2S":49.2,"HALClusteringS2S":26.17,"MLSUMClusteringP2P (fr)":45.28,"MLSUMClusteringS2S (fr)":42.74,"MasakhaNEWSClusteringP2P (fra)":48.13,"MasakhaNEWSClusteringS2S (fra)":39.62}
+{"index":3,"Rank":12,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":44.23,"AlloProfClusteringP2P":62.5,"AlloProfClusteringS2S":44.28,"HALClusteringS2S":26.36,"MLSUMClusteringP2P (fr)":44.03,"MLSUMClusteringS2S (fr)":42.95,"MasakhaNEWSClusteringP2P (fra)":50.68,"MasakhaNEWSClusteringS2S (fra)":38.79}
+{"index":82,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.25,"AlloProfClusteringP2P":60.98,"AlloProfClusteringS2S":43.5,"HALClusteringS2S":21.4,"MLSUMClusteringP2P (fr)":42.24,"MLSUMClusteringS2S (fr)":35.25,"MasakhaNEWSClusteringP2P (fra)":61.15,"MasakhaNEWSClusteringS2S (fra)":38.24}
+{"index":44,"Rank":14,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":43.17,"AlloProfClusteringP2P":62.69,"AlloProfClusteringS2S":42.06,"HALClusteringS2S":23.9,"MLSUMClusteringP2P (fr)":42.04,"MLSUMClusteringS2S (fr)":32.29,"MasakhaNEWSClusteringP2P (fra)":54.51,"MasakhaNEWSClusteringS2S (fra)":44.73}
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+{"index":65,"Rank":18,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.82,"AlloProfClusteringP2P":57.43,"AlloProfClusteringS2S":39.09,"HALClusteringS2S":25.77,"MLSUMClusteringP2P (fr)":42.03,"MLSUMClusteringS2S (fr)":41.83,"MasakhaNEWSClusteringP2P (fra)":49.68,"MasakhaNEWSClusteringS2S (fra)":36.91}
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+{"index":60,"Rank":21,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":41.66,"AlloProfClusteringP2P":54.2,"AlloProfClusteringS2S":44.34,"HALClusteringS2S":25.13,"MLSUMClusteringP2P (fr)":42.33,"MLSUMClusteringS2S (fr)":40.92,"MasakhaNEWSClusteringP2P (fra)":44.02,"MasakhaNEWSClusteringS2S (fra)":40.68}
+{"index":81,"Rank":22,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":41.6,"AlloProfClusteringP2P":60.37,"AlloProfClusteringS2S":40.76,"HALClusteringS2S":20.28,"MLSUMClusteringP2P (fr)":41.61,"MLSUMClusteringS2S (fr)":33.6,"MasakhaNEWSClusteringP2P (fra)":62.82,"MasakhaNEWSClusteringS2S (fra)":31.74}
+{"index":62,"Rank":23,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.33,"AlloProfClusteringP2P":59.89,"AlloProfClusteringS2S":38.46,"HALClusteringS2S":25.68,"MLSUMClusteringP2P (fr)":44.01,"MLSUMClusteringS2S (fr)":36.92,"MasakhaNEWSClusteringP2P (fra)":47.22,"MasakhaNEWSClusteringS2S (fra)":37.16}
+{"index":7,"Rank":24,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":41.21,"AlloProfClusteringP2P":64.0,"AlloProfClusteringS2S":29.93,"HALClusteringS2S":20.82,"MLSUMClusteringP2P (fr)":45.26,"MLSUMClusteringS2S (fr)":44.95,"MasakhaNEWSClusteringP2P (fra)":51.34,"MasakhaNEWSClusteringS2S (fra)":32.2}
+{"index":53,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":41.16,"AlloProfClusteringP2P":61.06,"AlloProfClusteringS2S":28.12,"HALClusteringS2S":19.69,"MLSUMClusteringP2P (fr)":45.59,"MLSUMClusteringS2S (fr)":32.0,"MasakhaNEWSClusteringP2P (fra)":52.47,"MasakhaNEWSClusteringS2S (fra)":49.2}
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+{"index":67,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":38.32,"AlloProfClusteringP2P":54.78,"AlloProfClusteringS2S":31.6,"HALClusteringS2S":20.62,"MLSUMClusteringP2P (fr)":42.09,"MLSUMClusteringS2S (fr)":34.84,"MasakhaNEWSClusteringP2P (fra)":46.16,"MasakhaNEWSClusteringS2S (fra)":38.13}
+{"index":61,"Rank":42,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":37.9,"AlloProfClusteringP2P":56.73,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.13,"MLSUMClusteringP2P (fr)":42.12,"MLSUMClusteringS2S (fr)":36.69,"MasakhaNEWSClusteringP2P (fra)":34.61,"MasakhaNEWSClusteringS2S (fra)":32.81}
+{"index":89,"Rank":43,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.35,"AlloProfClusteringP2P":54.21,"AlloProfClusteringS2S":37.95,"HALClusteringS2S":18.94,"MLSUMClusteringP2P (fr)":41.02,"MLSUMClusteringS2S (fr)":37.97,"MasakhaNEWSClusteringP2P (fra)":24.09,"MasakhaNEWSClusteringS2S (fra)":40.24}
+{"index":43,"Rank":44,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":35.44,"AlloProfClusteringP2P":59.09,"AlloProfClusteringS2S":38.92,"HALClusteringS2S":20.22,"MLSUMClusteringP2P (fr)":35.98,"MLSUMClusteringS2S (fr)":27.05,"MasakhaNEWSClusteringP2P (fra)":36.03,"MasakhaNEWSClusteringS2S (fra)":30.77}
+{"index":58,"Rank":45,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":35.04,"AlloProfClusteringP2P":62.22,"AlloProfClusteringS2S":27.06,"HALClusteringS2S":13.86,"MLSUMClusteringP2P (fr)":44.11,"MLSUMClusteringS2S (fr)":30.47,"MasakhaNEWSClusteringP2P (fra)":40.2,"MasakhaNEWSClusteringS2S (fra)":27.35}
+{"index":69,"Rank":46,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":34.73,"AlloProfClusteringP2P":51.83,"AlloProfClusteringS2S":32.07,"HALClusteringS2S":18.84,"MLSUMClusteringP2P (fr)":36.74,"MLSUMClusteringS2S (fr)":28.12,"MasakhaNEWSClusteringP2P (fra)":34.92,"MasakhaNEWSClusteringS2S (fra)":40.58}
+{"index":21,"Rank":47,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":34.09,"AlloProfClusteringP2P":53.16,"AlloProfClusteringS2S":43.43,"HALClusteringS2S":20.26,"MLSUMClusteringP2P (fr)":41.22,"MLSUMClusteringS2S (fr)":31.88,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":22,"Rank":48,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.96,"AlloProfClusteringP2P":53.49,"AlloProfClusteringS2S":43.1,"HALClusteringS2S":19.78,"MLSUMClusteringP2P (fr)":40.73,"MLSUMClusteringS2S (fr)":31.94,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":20,"Rank":49,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":33.94,"AlloProfClusteringP2P":53.22,"AlloProfClusteringS2S":42.92,"HALClusteringS2S":19.94,"MLSUMClusteringP2P (fr)":40.96,"MLSUMClusteringS2S (fr)":31.87,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":51,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":33.82,"AlloProfClusteringP2P":51.5,"AlloProfClusteringS2S":43.06,"HALClusteringS2S":20.81,"MLSUMClusteringP2P (fr)":40.9,"MLSUMClusteringS2S (fr)":31.8,"MasakhaNEWSClusteringP2P (fra)":24.23,"MasakhaNEWSClusteringS2S (fra)":24.46}
+{"index":68,"Rank":51,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":33.75,"AlloProfClusteringP2P":46.03,"AlloProfClusteringS2S":31.83,"HALClusteringS2S":19.58,"MLSUMClusteringP2P (fr)":34.35,"MLSUMClusteringS2S (fr)":29.3,"MasakhaNEWSClusteringP2P (fra)":42.72,"MasakhaNEWSClusteringS2S (fra)":32.47}
+{"index":87,"Rank":52,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.66,"AlloProfClusteringP2P":49.11,"AlloProfClusteringS2S":32.72,"HALClusteringS2S":16.19,"MLSUMClusteringP2P (fr)":36.19,"MLSUMClusteringS2S (fr)":30.39,"MasakhaNEWSClusteringP2P (fra)":38.51,"MasakhaNEWSClusteringS2S (fra)":32.51}
+{"index":76,"Rank":53,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":32.84,"AlloProfClusteringP2P":49.13,"AlloProfClusteringS2S":26.16,"HALClusteringS2S":12.49,"MLSUMClusteringP2P (fr)":35.15,"MLSUMClusteringS2S (fr)":25.95,"MasakhaNEWSClusteringP2P (fra)":53.73,"MasakhaNEWSClusteringS2S (fra)":27.27}
+{"index":5,"Rank":54,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":29.92,"AlloProfClusteringP2P":48.45,"AlloProfClusteringS2S":25.81,"HALClusteringS2S":11.52,"MLSUMClusteringP2P (fr)":34.53,"MLSUMClusteringS2S (fr)":27.35,"MasakhaNEWSClusteringP2P (fra)":32.04,"MasakhaNEWSClusteringS2S (fra)":29.77}
+{"index":59,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.03,"AlloProfClusteringP2P":53.57,"AlloProfClusteringS2S":22.13,"HALClusteringS2S":7.68,"MLSUMClusteringP2P (fr)":36.43,"MLSUMClusteringS2S (fr)":25.26,"MasakhaNEWSClusteringP2P (fra)":37.57,"MasakhaNEWSClusteringS2S (fra)":20.58}
+{"index":91,"Rank":56,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":28.62,"AlloProfClusteringP2P":56.54,"AlloProfClusteringS2S":21.18,"HALClusteringS2S":5.94,"MLSUMClusteringP2P (fr)":42.67,"MLSUMClusteringS2S (fr)":18.5,"MasakhaNEWSClusteringP2P (fra)":34.02,"MasakhaNEWSClusteringS2S (fra)":21.52}
+{"index":90,"Rank":57,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":28.42,"AlloProfClusteringP2P":52.24,"AlloProfClusteringS2S":20.37,"HALClusteringS2S":8.68,"MLSUMClusteringP2P (fr)":40.44,"MLSUMClusteringS2S (fr)":24.14,"MasakhaNEWSClusteringP2P (fra)":29.29,"MasakhaNEWSClusteringS2S (fra)":23.76}
+{"index":48,"Rank":58,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.18,"AlloProfClusteringP2P":52.86,"AlloProfClusteringS2S":14.46,"HALClusteringS2S":3.85,"MLSUMClusteringP2P (fr)":39.06,"MLSUMClusteringS2S (fr)":17.13,"MasakhaNEWSClusteringP2P (fra)":41.61,"MasakhaNEWSClusteringS2S (fra)":21.26}
+{"index":50,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":25.11,"AlloProfClusteringP2P":40.85,"AlloProfClusteringS2S":21.76,"HALClusteringS2S":5.26,"MLSUMClusteringP2P (fr)":38.09,"MLSUMClusteringS2S (fr)":18.71,"MasakhaNEWSClusteringP2P (fra)":26.43,"MasakhaNEWSClusteringS2S (fra)":24.68}
+{"index":49,"Rank":60,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":22.45,"AlloProfClusteringP2P":43.2,"AlloProfClusteringS2S":12.94,"HALClusteringS2S":1.8,"MLSUMClusteringP2P (fr)":33.22,"MLSUMClusteringS2S (fr)":14.9,"MasakhaNEWSClusteringP2P (fra)":28.49,"MasakhaNEWSClusteringS2S (fra)":22.58}
diff --git a/boards_data/fr/data_tasks/PairClassification/default.jsonl b/boards_data/fr/data_tasks/PairClassification/default.jsonl
index 76f12fe2b807a601770344c6b0d55fd14fecba29..888b5a1aa9fc08a339ee662e8d9b2fc993bd8eb0 100644
--- a/boards_data/fr/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl
@@ -1,64 +1,60 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":23,"Rank":2,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":24,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":43,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
-{"index":8,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":38,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":49,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":11,"Rank":8,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
-{"index":5,"Rank":9,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":81.65,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":69.53}
-{"index":7,"Rank":10,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
-{"index":65,"Rank":11,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
-{"index":67,"Rank":12,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.15,"OpusparcusPC (fr)":93.37,"PawsXPairClassification (fr)":66.92}
-{"index":29,"Rank":13,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.64,"OpusparcusPC (fr)":94.77,"PawsXPairClassification (fr)":64.51}
-{"index":66,"Rank":14,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":79.57,"OpusparcusPC (fr)":93.72,"PawsXPairClassification (fr)":65.42}
-{"index":10,"Rank":15,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":79.46,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":58.93}
-{"index":83,"Rank":16,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.96,"OpusparcusPC (fr)":93.94,"PawsXPairClassification (fr)":63.98}
-{"index":88,"Rank":17,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.81,"OpusparcusPC (fr)":92.04,"PawsXPairClassification (fr)":65.57}
-{"index":4,"Rank":18,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.66,"OpusparcusPC (fr)":93.68,"PawsXPairClassification (fr)":63.64}
-{"index":30,"Rank":19,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":78.3,"OpusparcusPC (fr)":93.15,"PawsXPairClassification (fr)":63.44}
-{"index":16,"Rank":20,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.67,"OpusparcusPC (fr)":94.08,"PawsXPairClassification (fr)":61.26}
-{"index":82,"Rank":21,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":77.5,"OpusparcusPC (fr)":92.48,"PawsXPairClassification (fr)":62.52}
-{"index":0,"Rank":22,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.32,"OpusparcusPC (fr)":92.61,"PawsXPairClassification (fr)":62.02}
-{"index":3,"Rank":23,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
-{"index":37,"Rank":24,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":77.28,"OpusparcusPC (fr)":91.42,"PawsXPairClassification (fr)":63.13}
-{"index":94,"Rank":25,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"OpusparcusPC (fr)":94.12,"PawsXPairClassification (fr)":60.16}
-{"index":46,"Rank":26,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.11,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.59}
-{"index":36,"Rank":27,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
-{"index":63,"Rank":28,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
-{"index":28,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
-{"index":93,"Rank":30,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":76.97,"OpusparcusPC (fr)":93.18,"PawsXPairClassification (fr)":60.76}
-{"index":2,"Rank":31,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.85,"OpusparcusPC (fr)":92.87,"PawsXPairClassification (fr)":60.83}
-{"index":58,"Rank":32,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.19,"OpusparcusPC (fr)":93.89,"PawsXPairClassification (fr)":58.5}
-{"index":56,"Rank":33,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.08,"OpusparcusPC (fr)":88.5,"PawsXPairClassification (fr)":63.65}
-{"index":79,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":75.8,"OpusparcusPC (fr)":93.45,"PawsXPairClassification (fr)":58.14}
-{"index":31,"Rank":35,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":75.61,"OpusparcusPC (fr)":92.6,"PawsXPairClassification (fr)":58.63}
-{"index":81,"Rank":36,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":75.39,"OpusparcusPC (fr)":91.19,"PawsXPairClassification (fr)":59.59}
-{"index":57,"Rank":37,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.82,"OpusparcusPC (fr)":92.72,"PawsXPairClassification (fr)":56.93}
-{"index":45,"Rank":38,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":74.74,"OpusparcusPC (fr)":92.05,"PawsXPairClassification (fr)":57.44}
-{"index":78,"Rank":39,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.47,"OpusparcusPC (fr)":92.01,"PawsXPairClassification (fr)":56.94}
-{"index":1,"Rank":40,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.36,"OpusparcusPC (fr)":89.76,"PawsXPairClassification (fr)":58.96}
-{"index":68,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":74.3,"OpusparcusPC (fr)":93.96,"PawsXPairClassification (fr)":54.63}
-{"index":15,"Rank":42,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
-{"index":60,"Rank":43,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
-{"index":61,"Rank":44,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.76,"OpusparcusPC (fr)":85.54,"PawsXPairClassification (fr)":61.99}
-{"index":90,"Rank":45,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
-{"index":77,"Rank":46,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":72.72,"OpusparcusPC (fr)":88.07,"PawsXPairClassification (fr)":57.36}
-{"index":80,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.38,"OpusparcusPC (fr)":89.4,"PawsXPairClassification (fr)":55.35}
-{"index":89,"Rank":48,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.92,"OpusparcusPC (fr)":91.46,"PawsXPairClassification (fr)":52.39}
-{"index":74,"Rank":49,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
-{"index":70,"Rank":50,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":70.96,"OpusparcusPC (fr)":86.53,"PawsXPairClassification (fr)":55.4}
-{"index":62,"Rank":51,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.9,"OpusparcusPC (fr)":82.1,"PawsXPairClassification (fr)":59.69}
-{"index":55,"Rank":52,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":70.32,"OpusparcusPC (fr)":87.43,"PawsXPairClassification (fr)":53.22}
-{"index":20,"Rank":53,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.1,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.4}
-{"index":22,"Rank":54,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
-{"index":21,"Rank":55,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.08,"OpusparcusPC (fr)":86.78,"PawsXPairClassification (fr)":53.38}
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-{"index":91,"Rank":58,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":68.4,"OpusparcusPC (fr)":85.45,"PawsXPairClassification (fr)":51.35}
-{"index":52,"Rank":59,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
-{"index":51,"Rank":60,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.02,"OpusparcusPC (fr)":82.15,"PawsXPairClassification (fr)":51.89}
-{"index":53,"Rank":61,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
-{"index":50,"Rank":83,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
-{"index":64,"Rank":85,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
-{"index":95,"Rank":96,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
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+{"index":93,"Rank":22,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.14,"OpusparcusPC (fr)":94.12,"PawsXPairClassification (fr)":60.16}
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+{"index":15,"Rank":38,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"OpusparcusPC (fr)":90.92,"PawsXPairClassification (fr)":57.32}
+{"index":57,"Rank":39,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.1,"OpusparcusPC (fr)":92.52,"PawsXPairClassification (fr)":55.68}
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+{"index":89,"Rank":41,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.5,"OpusparcusPC (fr)":93.38,"PawsXPairClassification (fr)":53.62}
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+{"index":73,"Rank":45,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":71.57,"OpusparcusPC (fr)":92.07,"PawsXPairClassification (fr)":51.08}
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+{"index":22,"Rank":50,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":70.09,"OpusparcusPC (fr)":86.79,"PawsXPairClassification (fr)":53.39}
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+{"index":49,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":67.39,"OpusparcusPC (fr)":82.0,"PawsXPairClassification (fr)":52.78}
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+{"index":50,"Rank":57,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":64.46,"OpusparcusPC (fr)":74.78,"PawsXPairClassification (fr)":54.14}
+{"index":47,"Rank":80,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
+{"index":62,"Rank":83,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
+{"index":94,"Rank":95,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","OpusparcusPC (fr)":94.45,"PawsXPairClassification (fr)":""}
diff --git a/boards_data/fr/data_tasks/Reranking/default.jsonl b/boards_data/fr/data_tasks/Reranking/default.jsonl
index 2d4d1e0517c93b97f3c99fc39cde756fbef6eee5..b0bad9b485dfd20ae525bd14f98585f26b0c4673 100644
--- a/boards_data/fr/data_tasks/Reranking/default.jsonl
+++ b/boards_data/fr/data_tasks/Reranking/default.jsonl
@@ -1,61 +1,58 @@
{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
-{"index":38,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
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-{"index":4,"Rank":5,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"AlloprofReranking":74.78,"SyntecReranking":90.4}
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-{"index":0,"Rank":7,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.46,"AlloprofReranking":72.36,"SyntecReranking":88.57}
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-{"index":2,"Rank":10,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.78,"AlloprofReranking":70.79,"SyntecReranking":86.77}
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-{"index":24,"Rank":12,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
-{"index":23,"Rank":13,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
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-{"index":83,"Rank":16,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":76.76,"AlloprofReranking":68.36,"SyntecReranking":85.15}
-{"index":36,"Rank":17,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
-{"index":10,"Rank":18,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
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-{"index":65,"Rank":24,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":75.2,"AlloprofReranking":67.24,"SyntecReranking":83.17}
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-{"index":1,"Rank":26,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.1,"AlloprofReranking":63.54,"SyntecReranking":82.65}
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diff --git a/boards_data/fr/data_tasks/Retrieval/default.jsonl b/boards_data/fr/data_tasks/Retrieval/default.jsonl
index 2bae5a60f722826d52de7a8790a8fe1f29de922b..a01a7e575c222e2c138213115bb123ce1aed901a 100644
--- a/boards_data/fr/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/fr/data_tasks/Retrieval/default.jsonl
@@ -1,63 +1,60 @@
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{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
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+{"index":65,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":44.41,"AlloprofRetrieval":49.05,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":31.06,"SyntecRetrieval":76.96,"XPQARetrieval (fr)":64.8}
+{"index":63,"Rank":18,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":43.85,"AlloprofRetrieval":47.69,"BSARDRetrieval":1.75,"MintakaRetrieval (fr)":27.88,"SyntecRetrieval":77.67,"XPQARetrieval (fr)":64.27}
+{"index":82,"Rank":19,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":43.84,"AlloprofRetrieval":45.75,"BSARDRetrieval":3.33,"MintakaRetrieval (fr)":34.93,"SyntecRetrieval":78.97,"XPQARetrieval (fr)":56.2}
+{"index":61,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":43.58,"AlloprofRetrieval":45.1,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.17,"SyntecRetrieval":79.14,"XPQARetrieval (fr)":68.49}
+{"index":92,"Rank":21,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":42.96,"AlloprofRetrieval":38.06,"BSARDRetrieval":11.04,"MintakaRetrieval (fr)":27.48,"SyntecRetrieval":78.2,"XPQARetrieval (fr)":60.02}
+{"index":28,"Rank":22,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":42.92,"AlloprofRetrieval":39.89,"BSARDRetrieval":8.41,"MintakaRetrieval (fr)":25.52,"SyntecRetrieval":77.57,"XPQARetrieval (fr)":63.2}
+{"index":55,"Rank":23,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":42.17,"AlloprofRetrieval":38.15,"BSARDRetrieval":0.27,"MintakaRetrieval (fr)":25.2,"SyntecRetrieval":81.07,"XPQARetrieval (fr)":66.15}
+{"index":54,"Rank":24,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":41.19,"AlloprofRetrieval":36.21,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.46,"SyntecRetrieval":80.49,"XPQARetrieval (fr)":65.81}
+{"index":62,"Rank":25,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":41.15,"AlloprofRetrieval":45.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":25.7,"SyntecRetrieval":75.75,"XPQARetrieval (fr)":58.88}
+{"index":1,"Rank":26,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.81,"AlloprofRetrieval":45.5,"BSARDRetrieval":0.15,"MintakaRetrieval (fr)":15.51,"SyntecRetrieval":75.83,"XPQARetrieval (fr)":67.07}
+{"index":16,"Rank":27,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.42,"AlloprofRetrieval":38.36,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":25.44,"SyntecRetrieval":79.27,"XPQARetrieval (fr)":58.87}
+{"index":44,"Rank":28,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":40.04,"AlloprofRetrieval":31.62,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.87,"SyntecRetrieval":81.11,"XPQARetrieval (fr)":65.62}
+{"index":81,"Rank":29,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":39.69,"AlloprofRetrieval":40.38,"BSARDRetrieval":0.14,"MintakaRetrieval (fr)":31.54,"SyntecRetrieval":74.24,"XPQARetrieval (fr)":52.14}
+{"index":88,"Rank":30,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.16,"AlloprofRetrieval":35.27,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.12,"SyntecRetrieval":69.82,"XPQARetrieval (fr)":59.59}
+{"index":89,"Rank":31,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.78,"AlloprofRetrieval":33.78,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":26.21,"SyntecRetrieval":63.69,"XPQARetrieval (fr)":65.21}
+{"index":35,"Rank":32,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":36.81,"AlloprofRetrieval":29.97,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.31,"SyntecRetrieval":74.2,"XPQARetrieval (fr)":58.57}
+{"index":57,"Rank":33,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":36.55,"AlloprofRetrieval":27.01,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.53,"SyntecRetrieval":75.76,"XPQARetrieval (fr)":57.47}
+{"index":15,"Rank":34,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":36.1,"AlloprofRetrieval":35.39,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.0,"SyntecRetrieval":76.88,"XPQARetrieval (fr)":45.23}
+{"index":80,"Rank":35,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":35.66,"AlloprofRetrieval":34.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":23.92,"SyntecRetrieval":71.05,"XPQARetrieval (fr)":48.79}
+{"index":78,"Rank":36,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":35.49,"AlloprofRetrieval":30.8,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":24.45,"SyntecRetrieval":76.0,"XPQARetrieval (fr)":46.22}
+{"index":73,"Rank":37,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":33.22,"AlloprofRetrieval":26.99,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":22.55,"SyntecRetrieval":65.34,"XPQARetrieval (fr)":51.2}
+{"index":43,"Rank":38,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.37,"AlloprofRetrieval":21.94,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":13.36,"SyntecRetrieval":68.62,"XPQARetrieval (fr)":57.92}
+{"index":79,"Rank":39,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":32.18,"AlloprofRetrieval":27.52,"BSARDRetrieval":0.16,"MintakaRetrieval (fr)":21.04,"SyntecRetrieval":67.0,"XPQARetrieval (fr)":45.19}
+{"index":77,"Rank":40,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.24,"AlloprofRetrieval":26.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":21.53,"SyntecRetrieval":65.54,"XPQARetrieval (fr)":42.51}
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+{"index":69,"Rank":42,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":29.91,"AlloprofRetrieval":28.41,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":9.19,"SyntecRetrieval":60.15,"XPQARetrieval (fr)":51.79}
+{"index":67,"Rank":43,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":28.47,"AlloprofRetrieval":19.77,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":15.53,"SyntecRetrieval":55.31,"XPQARetrieval (fr)":51.74}
+{"index":87,"Rank":44,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.76,"AlloprofRetrieval":18.9,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":14.81,"SyntecRetrieval":49.69,"XPQARetrieval (fr)":40.4}
+{"index":53,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":23.44,"AlloprofRetrieval":16.46,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.57,"SyntecRetrieval":55.9,"XPQARetrieval (fr)":41.29}
+{"index":58,"Rank":46,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.91,"AlloprofRetrieval":12.37,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.78,"SyntecRetrieval":40.57,"XPQARetrieval (fr)":33.82}
+{"index":5,"Rank":47,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":16.19,"AlloprofRetrieval":3.1,"BSARDRetrieval":0.36,"MintakaRetrieval (fr)":6.31,"SyntecRetrieval":28.58,"XPQARetrieval (fr)":42.59}
+{"index":52,"Rank":48,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":13.89,"AlloprofRetrieval":5.51,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":2.87,"SyntecRetrieval":34.95,"XPQARetrieval (fr)":26.12}
+{"index":7,"Rank":49,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":12.94,"AlloprofRetrieval":6.83,"BSARDRetrieval":2.18,"MintakaRetrieval (fr)":1.66,"SyntecRetrieval":27.64,"XPQARetrieval (fr)":26.39}
+{"index":51,"Rank":50,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":8.52,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.49}
+{"index":22,"Rank":51,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.51,"AlloprofRetrieval":1.6,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.46}
+{"index":20,"Rank":52,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.5,"AlloprofRetrieval":1.6,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.39}
+{"index":21,"Rank":53,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":8.49,"AlloprofRetrieval":1.61,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":3.55,"SyntecRetrieval":18.95,"XPQARetrieval (fr)":18.35}
+{"index":59,"Rank":54,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":7.98,"AlloprofRetrieval":1.98,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.48,"SyntecRetrieval":24.45,"XPQARetrieval (fr)":12.98}
+{"index":49,"Rank":55,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":6.73,"AlloprofRetrieval":1.72,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.51,"SyntecRetrieval":22.33,"XPQARetrieval (fr)":9.09}
+{"index":48,"Rank":56,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":5.87,"AlloprofRetrieval":1.63,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.58,"SyntecRetrieval":20.56,"XPQARetrieval (fr)":6.59}
+{"index":91,"Rank":57,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":4.14,"AlloprofRetrieval":0.52,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.9,"SyntecRetrieval":6.6,"XPQARetrieval (fr)":12.7}
+{"index":90,"Rank":58,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":3.2,"AlloprofRetrieval":0.16,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.88,"SyntecRetrieval":3.33,"XPQARetrieval (fr)":11.65}
+{"index":50,"Rank":59,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":1.22,"AlloprofRetrieval":0.58,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":0.26,"SyntecRetrieval":1.58,"XPQARetrieval (fr)":3.69}
+{"index":68,"Rank":85,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AlloprofRetrieval":33.2,"BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":55.9}
diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl
index 8cc4d00e658fa5ecdea5a72c28900f14b3217eef..296e4f8e041b67c7636c403cdf4a0d55aa5f7268 100644
--- a/boards_data/fr/data_tasks/STS/default.jsonl
+++ b/boards_data/fr/data_tasks/STS/default.jsonl
@@ -1,79 +1,79 @@
-{"index":29,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
-{"index":30,"Rank":2,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
-{"index":11,"Rank":3,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
-{"index":9,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":23,"Rank":5,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":43,"Rank":6,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":24,"Rank":7,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
-{"index":46,"Rank":8,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
-{"index":10,"Rank":9,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
-{"index":16,"Rank":10,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.28,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":81.84,"SICKFr":79.23}
-{"index":38,"Rank":11,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":8,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":49,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.26,"STS22 (fr)":81.84,"STSBenchmarkMultilingualSTS (fr)":82.25,"SICKFr":79.68}
-{"index":93,"Rank":14,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.59,"STS22 (fr)":80.31,"STSBenchmarkMultilingualSTS (fr)":84.36,"SICKFr":77.1}
-{"index":3,"Rank":15,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
-{"index":4,"Rank":16,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
-{"index":28,"Rank":17,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"index":36,"Rank":18,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
-{"index":0,"Rank":19,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
-{"index":63,"Rank":20,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
-{"index":58,"Rank":21,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
-{"index":31,"Rank":22,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":79.32,"STS22 (fr)":82.57,"STSBenchmarkMultilingualSTS (fr)":82.51,"SICKFr":72.88}
-{"index":83,"Rank":23,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":78.37,"STS22 (fr)":76.8,"STSBenchmarkMultilingualSTS (fr)":81.24,"SICKFr":77.07}
-{"index":94,"Rank":24,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.31,"STS22 (fr)":81.09,"STSBenchmarkMultilingualSTS (fr)":77.55,"SICKFr":76.28}
-{"index":88,"Rank":25,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.28,"STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":83.48,"SICKFr":77.25}
-{"index":15,"Rank":26,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.26,"STS22 (fr)":82.8,"STSBenchmarkMultilingualSTS (fr)":76.48,"SICKFr":75.5}
-{"index":79,"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":78.18,"STS22 (fr)":74.3,"STSBenchmarkMultilingualSTS (fr)":84.69,"SICKFr":75.56}
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+{"index":24,"Rank":67,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS22 (fr)":79.88,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
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+{"index":32,"Rank":71,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS22 (fr)":54.56,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
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+{"index":38,"Rank":74,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS22 (fr)":73.13,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
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+{"index":41,"Rank":77,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":47,"Rank":81,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":53,"Rank":82,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS22 (fr)":79.86,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":66,"Rank":84,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":68,"Rank":85,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS22 (fr)":69.51,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":71,"Rank":87,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS22 (fr)":53.92,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
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+{"index":74,"Rank":89,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS22 (fr)":78.7,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":75,"Rank":90,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","STS22 (fr)":79.43,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":84,"Rank":92,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS22 (fr)":42.0,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":85,"Rank":93,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS22 (fr)":74.1,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":86,"Rank":94,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/boards_data/fr/data_tasks/Summarization/default.jsonl b/boards_data/fr/data_tasks/Summarization/default.jsonl
index 6d3bb11925151b79f42534876118a5b65982fd88..c1f2089655dd0a1485a14881807a45ed9bfe14b5 100644
--- a/boards_data/fr/data_tasks/Summarization/default.jsonl
+++ b/boards_data/fr/data_tasks/Summarization/default.jsonl
@@ -1,62 +1,58 @@
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-{"index":56,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEvalFr":32.22}
-{"index":60,"Rank":3,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.85}
-{"index":30,"Rank":4,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":31.62}
-{"index":82,"Rank":5,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEvalFr":31.59}
-{"index":5,"Rank":6,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"SummEvalFr":31.56}
-{"index":31,"Rank":7,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":31.55}
-{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
-{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
-{"index":43,"Rank":10,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":24,"Rank":11,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":23,"Rank":12,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.45}
-{"index":15,"Rank":13,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":16,"Rank":14,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
-{"index":11,"Rank":15,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
-{"index":51,"Rank":16,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
-{"index":58,"Rank":17,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
-{"index":1,"Rank":18,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
-{"index":46,"Rank":19,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
-{"index":57,"Rank":20,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
-{"index":55,"Rank":21,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
-{"index":49,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
-{"index":94,"Rank":23,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
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-{"index":83,"Rank":26,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
-{"index":3,"Rank":27,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
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-{"index":74,"Rank":60,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
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+{"index":1,"Rank":14,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.88}
+{"index":44,"Rank":15,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"SummEvalFr":30.88}
+{"index":54,"Rank":16,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.76}
+{"index":52,"Rank":17,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.72}
+{"index":8,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEvalFr":30.5}
+{"index":93,"Rank":19,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.5}
+{"index":82,"Rank":20,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEvalFr":30.39}
+{"index":3,"Rank":21,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":30.34}
+{"index":26,"Rank":22,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":36,"Rank":23,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.3}
+{"index":62,"Rank":24,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.28}
+{"index":63,"Rank":25,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.27}
+{"index":80,"Rank":26,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEvalFr":30.23}
+{"index":65,"Rank":27,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":30.22}
+{"index":67,"Rank":28,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEvalFr":30.16}
+{"index":25,"Rank":29,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":30.16}
+{"index":61,"Rank":30,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"SummEvalFr":30.13}
+{"index":79,"Rank":31,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":30.01}
+{"index":4,"Rank":32,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
+{"index":10,"Rank":33,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":60,"Rank":34,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
+{"index":34,"Rank":35,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
+{"index":92,"Rank":36,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
+{"index":58,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
+{"index":78,"Rank":38,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
+{"index":49,"Rank":39,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.43}
+{"index":87,"Rank":40,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.33}
+{"index":50,"Rank":41,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"SummEvalFr":29.25}
+{"index":77,"Rank":42,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEvalFr":29.2}
+{"index":90,"Rank":43,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.14}
+{"index":21,"Rank":44,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.13}
+{"index":20,"Rank":45,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":29.06}
+{"index":35,"Rank":46,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEvalFr":29.04}
+{"index":91,"Rank":47,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":28.89}
+{"index":22,"Rank":48,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":28.84}
+{"index":51,"Rank":49,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"SummEvalFr":28.81}
+{"index":43,"Rank":50,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEvalFr":28.77}
+{"index":7,"Rank":51,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.72}
+{"index":89,"Rank":52,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.56}
+{"index":2,"Rank":53,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.34}
+{"index":69,"Rank":54,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":28.28}
+{"index":88,"Rank":55,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":28.21}
+{"index":73,"Rank":56,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"SummEvalFr":28.12}
+{"index":76,"Rank":57,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEvalFr":27.59}
+{"index":59,"Rank":58,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":23.63}
diff --git a/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl b/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
index 65866e767e2f5be3985e2e532f00f237fe5f85ff..caa5b8d1ec931d61cc7e6606a58a9f56291a08f8 100644
--- a/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
+++ b/boards_data/instructions/data_tasks/InstructionRetrieval/default.jsonl
@@ -11,11 +11,12 @@
{"index":13,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":-1.06,"Core17InstructionRetrieval":0.12,"News21InstructionRetrieval":0.87,"Robust04InstructionRetrieval":-4.16}
{"index":6,"Rank":12,"Model":"monot5-base-msmarco-10k<\/a>","Model Size (Million Parameters)":220,"Memory Usage (GB, fp32)":0.82,"Average":-1.75,"Core17InstructionRetrieval":-4.06,"News21InstructionRetrieval":5.02,"Robust04InstructionRetrieval":-6.2}
{"index":1,"Rank":13,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.09,"Core17InstructionRetrieval":-1.06,"News21InstructionRetrieval":-2.15,"Robust04InstructionRetrieval":-3.06}
-{"index":20,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
+{"index":21,"Rank":14,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":-2.68,"Core17InstructionRetrieval":-0.2,"News21InstructionRetrieval":-2.03,"Robust04InstructionRetrieval":-5.81}
{"index":11,"Rank":15,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":-2.76,"Core17InstructionRetrieval":0.69,"News21InstructionRetrieval":-0.9,"Robust04InstructionRetrieval":-8.08}
-{"index":14,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
-{"index":4,"Rank":17,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
-{"index":18,"Rank":18,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
-{"index":12,"Rank":19,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
-{"index":10,"Rank":20,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
-{"index":19,"Rank":21,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
+{"index":20,"Rank":16,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.08,"Core17InstructionRetrieval":-0.74,"News21InstructionRetrieval":-1.79,"Robust04InstructionRetrieval":-6.71}
+{"index":14,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":-3.45,"Core17InstructionRetrieval":0.09,"News21InstructionRetrieval":-0.86,"Robust04InstructionRetrieval":-9.59}
+{"index":4,"Rank":18,"Model":"monobert-large-msmarco<\/a>","Model Size (Million Parameters)":770,"Memory Usage (GB, fp32)":2.87,"Average":-3.47,"Core17InstructionRetrieval":-0.24,"News21InstructionRetrieval":-0.8,"Robust04InstructionRetrieval":-9.36}
+{"index":18,"Rank":19,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.81,"Core17InstructionRetrieval":-2.48,"News21InstructionRetrieval":-2.83,"Robust04InstructionRetrieval":-6.12}
+{"index":12,"Rank":20,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-3.88,"Core17InstructionRetrieval":-2.9,"News21InstructionRetrieval":-2.0,"Robust04InstructionRetrieval":-6.73}
+{"index":10,"Rank":21,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-4.43,"Core17InstructionRetrieval":-1.09,"News21InstructionRetrieval":-1.78,"Robust04InstructionRetrieval":-10.42}
+{"index":19,"Rank":22,"Model":"tart-dual-contriever-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":-5.0,"Core17InstructionRetrieval":-3.04,"News21InstructionRetrieval":-2.98,"Robust04InstructionRetrieval":-8.98}
diff --git a/boards_data/no/data_tasks/Classification/default.jsonl b/boards_data/no/data_tasks/Classification/default.jsonl
index 8cce9fa388b252e2822a8f84bba8321d20dfdbbc..d6bf53bf1cb1d989846a49a818f87666149b21c0 100644
--- a/boards_data/no/data_tasks/Classification/default.jsonl
+++ b/boards_data/no/data_tasks/Classification/default.jsonl
@@ -1,21 +1,21 @@
{"index":15,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
{"index":14,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
-{"index":26,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
-{"index":32,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
-{"index":25,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
-{"index":33,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
-{"index":28,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
+{"index":27,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
+{"index":34,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"index":26,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
+{"index":35,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"index":29,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
{"index":19,"Rank":8,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
-{"index":50,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"index":20,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
-{"index":21,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
-{"index":22,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"index":53,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"index":21,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
+{"index":54,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
+{"index":22,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"index":23,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
-{"index":24,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"index":25,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
{"index":6,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
-{"index":36,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
-{"index":31,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"index":39,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"index":32,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
@@ -24,29 +24,32 @@
{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":10,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":11,"Rank":28,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":23,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":27,"Rank":35,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":29,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":30,"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":34,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":35,"Rank":39,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":37,"Rank":40,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":39,"Rank":42,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":40,"Rank":43,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":42,"Rank":45,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":43,"Rank":46,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":44,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":45,"Rank":48,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":46,"Rank":49,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":47,"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":48,"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":49,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":20,"Rank":34,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":24,"Rank":35,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":28,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":30,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":31,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":33,"Rank":39,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":37,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":38,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":40,"Rank":43,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":41,"Rank":44,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":42,"Rank":45,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":43,"Rank":46,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":44,"Rank":47,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":45,"Rank":48,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":46,"Rank":49,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":47,"Rank":50,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":48,"Rank":51,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":49,"Rank":52,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":50,"Rank":53,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":51,"Rank":54,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":52,"Rank":55,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/boards_data/other-cls/data_tasks/Classification/default.jsonl b/boards_data/other-cls/data_tasks/Classification/default.jsonl
index 58eba42543543dd20857eb5b82bf7bcafac3b11c..b9325c6f590542643089a0ba072c429eac682b83 100644
--- a/boards_data/other-cls/data_tasks/Classification/default.jsonl
+++ b/boards_data/other-cls/data_tasks/Classification/default.jsonl
@@ -1,118 +1,118 @@
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diff --git a/boards_data/other-sts/data_tasks/STS/default.jsonl b/boards_data/other-sts/data_tasks/STS/default.jsonl
index 94e411b825afb3049383ce287ba8614b1c7c4604..39b895fdbbd0fde0f3a1c617acb0e29ee8f63e70 100644
--- a/boards_data/other-sts/data_tasks/STS/default.jsonl
+++ b/boards_data/other-sts/data_tasks/STS/default.jsonl
@@ -1,248 +1,248 @@
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-{"index":56,"Rank":3,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29}
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-{"index":4,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":6,"Rank":36,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22}
-{"index":7,"Rank":37,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":8,"Rank":38,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86}
-{"index":9,"Rank":39,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56}
-{"index":10,"Rank":40,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":12,"Rank":41,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":13,"Rank":42,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":14,"Rank":43,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":15,"Rank":44,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":16,"Rank":45,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35}
-{"index":17,"Rank":46,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38}
-{"index":18,"Rank":47,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":19,"Rank":48,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04}
-{"index":20,"Rank":49,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07}
-{"index":22,"Rank":50,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
-{"index":23,"Rank":51,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42}
-{"index":24,"Rank":52,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
-{"index":25,"Rank":53,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":26,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25}
-{"index":27,"Rank":55,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86}
-{"index":28,"Rank":56,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":29,"Rank":57,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
-{"index":30,"Rank":58,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
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-{"index":47,"Rank":75,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":48,"Rank":76,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":49,"Rank":77,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":50,"Rank":78,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":51,"Rank":79,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":52,"Rank":80,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":53,"Rank":81,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":54,"Rank":82,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":55,"Rank":83,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":57,"Rank":84,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
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-{"index":66,"Rank":91,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72}
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-{"index":68,"Rank":93,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05}
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-{"index":70,"Rank":95,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65}
-{"index":71,"Rank":96,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42}
-{"index":72,"Rank":97,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16}
-{"index":73,"Rank":98,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36}
-{"index":74,"Rank":99,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34}
-{"index":75,"Rank":100,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":76,"Rank":101,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":77,"Rank":102,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72}
-{"index":78,"Rank":103,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79}
-{"index":79,"Rank":104,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93}
-{"index":80,"Rank":105,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61}
-{"index":81,"Rank":106,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59}
-{"index":84,"Rank":107,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21}
-{"index":85,"Rank":108,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39}
-{"index":86,"Rank":109,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
-{"index":87,"Rank":110,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":88,"Rank":111,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":95,"Rank":118,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":99,"Rank":122,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6}
-{"index":100,"Rank":123,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0}
-{"index":101,"Rank":124,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67}
-{"index":102,"Rank":125,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
-{"index":103,"Rank":126,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1}
-{"index":104,"Rank":127,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
-{"index":105,"Rank":128,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":106,"Rank":129,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
-{"index":107,"Rank":130,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18}
-{"index":108,"Rank":131,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32}
-{"index":109,"Rank":132,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5}
-{"index":110,"Rank":133,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38}
-{"index":111,"Rank":134,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06}
-{"index":112,"Rank":135,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":113,"Rank":136,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""}
-{"index":114,"Rank":137,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
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-{"index":131,"Rank":152,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85}
-{"index":132,"Rank":153,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
-{"index":133,"Rank":154,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85}
-{"index":134,"Rank":155,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":135,"Rank":156,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":136,"Rank":157,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":137,"Rank":158,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4}
-{"index":138,"Rank":159,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":139,"Rank":160,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":140,"Rank":161,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2}
-{"index":141,"Rank":162,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":142,"Rank":163,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":143,"Rank":164,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":161,"Rank":181,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52}
-{"index":162,"Rank":182,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21}
-{"index":163,"Rank":183,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74}
-{"index":165,"Rank":184,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36}
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-{"index":169,"Rank":186,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38}
-{"index":171,"Rank":187,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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-{"index":176,"Rank":190,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02}
-{"index":177,"Rank":191,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33}
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-{"index":186,"Rank":200,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
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-{"index":188,"Rank":202,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
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-{"index":190,"Rank":204,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
-{"index":191,"Rank":205,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5}
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-{"index":193,"Rank":207,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77}
-{"index":194,"Rank":208,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":195,"Rank":209,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":196,"Rank":210,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":197,"Rank":211,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":198,"Rank":212,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":199,"Rank":213,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2}
-{"index":200,"Rank":214,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1}
-{"index":201,"Rank":215,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79}
-{"index":202,"Rank":216,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93}
-{"index":203,"Rank":217,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89}
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-{"index":218,"Rank":232,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81}
-{"index":219,"Rank":233,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14}
-{"index":220,"Rank":234,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
-{"index":221,"Rank":235,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25}
-{"index":222,"Rank":236,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52}
-{"index":223,"Rank":237,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
-{"index":224,"Rank":238,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":225,"Rank":239,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":226,"Rank":240,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":227,"Rank":241,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":228,"Rank":242,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
-{"index":229,"Rank":243,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
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+{"index":26,"Rank":58,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":27,"Rank":59,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":28,"Rank":60,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":29,"Rank":61,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
+{"index":30,"Rank":62,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58}
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+{"index":34,"Rank":66,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""}
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+{"index":118,"Rank":143,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32}
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+{"index":122,"Rank":147,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98}
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+{"index":219,"Rank":234,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52}
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+{"index":222,"Rank":236,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15}
+{"index":223,"Rank":237,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
+{"index":224,"Rank":238,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52}
+{"index":225,"Rank":239,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":226,"Rank":240,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":227,"Rank":241,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":228,"Rank":242,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":229,"Rank":243,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":230,"Rank":244,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":231,"Rank":245,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
{"index":236,"Rank":246,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54}
{"index":239,"Rank":247,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58}
{"index":242,"Rank":248,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73}
@@ -258,31 +258,56 @@
{"index":257,"Rank":258,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07}
{"index":258,"Rank":259,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57}
{"index":259,"Rank":260,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39}
-{"index":260,"Rank":261,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04}
-{"index":261,"Rank":262,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
-{"index":262,"Rank":263,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
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-{"index":264,"Rank":265,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
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-{"index":283,"Rank":284,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
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-{"index":285,"Rank":286,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56}
-{"index":286,"Rank":287,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
-{"index":287,"Rank":288,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
+{"index":260,"Rank":261,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
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+{"index":266,"Rank":267,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.19}
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+{"index":269,"Rank":270,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":270,"Rank":271,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.76}
+{"index":271,"Rank":272,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.47}
+{"index":272,"Rank":273,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.4}
+{"index":273,"Rank":274,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":59.29}
+{"index":274,"Rank":275,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.53}
+{"index":275,"Rank":276,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.95}
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+{"index":279,"Rank":280,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32}
+{"index":280,"Rank":281,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":72.56}
+{"index":281,"Rank":282,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08}
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+{"index":283,"Rank":284,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28}
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+{"index":286,"Rank":287,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69}
+{"index":287,"Rank":288,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8}
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+{"index":289,"Rank":290,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":290,"Rank":291,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":291,"Rank":292,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":292,"Rank":293,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92}
+{"index":293,"Rank":294,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":294,"Rank":295,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68}
+{"index":295,"Rank":296,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9}
+{"index":296,"Rank":297,"Model":"snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":297,"Rank":298,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
+{"index":298,"Rank":299,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19}
+{"index":299,"Rank":300,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4}
+{"index":300,"Rank":301,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45}
+{"index":301,"Rank":302,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13}
+{"index":302,"Rank":303,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.28}
+{"index":303,"Rank":304,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99}
+{"index":304,"Rank":305,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47}
+{"index":305,"Rank":306,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78}
+{"index":306,"Rank":307,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32}
+{"index":307,"Rank":308,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02}
+{"index":308,"Rank":309,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08}
+{"index":309,"Rank":310,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17}
+{"index":310,"Rank":311,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34}
+{"index":311,"Rank":312,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24}
+{"index":312,"Rank":313,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54}
diff --git a/boards_data/pl/data_overall/default.jsonl b/boards_data/pl/data_overall/default.jsonl
index 77f55f5acfec6011d9cc69612d652148520e1ea8..d733cedc4004c579b8eff51cc5cdce0ca7a445f1 100644
--- a/boards_data/pl/data_overall/default.jsonl
+++ b/boards_data/pl/data_overall/default.jsonl
@@ -1,50 +1,47 @@
{"index":4,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (26 datasets)":70.0,"Classification Average (7 datasets)":77.99,"Clustering Average (1 datasets)":50.29,"PairClassification Average (4 datasets)":89.62,"Retrieval Average (11 datasets)":59.41,"STS Average (3 datasets)":70.64}
{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":16,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":15,"Rank":4,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":28,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":1,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
-{"index":29,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
-{"index":24,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
-{"index":44,"Rank":9,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":63.23,"Classification Average (7 datasets)":66.39,"Clustering Average (1 datasets)":31.16,"PairClassification Average (4 datasets)":89.13,"Retrieval Average (11 datasets)":52.71,"STS Average (3 datasets)":70.59}
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+{"index":0,"Rank":23,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":37.66,"Clustering Average (1 datasets)":4.68,"PairClassification Average (4 datasets)":59.51,"Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":16,"Rank":35,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":18,"Rank":37,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":19,"Rank":38,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":20,"Rank":39,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":23,"Rank":41,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":24,"Rank":42,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":26,"Rank":44,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (7 datasets)":56.34,"Clustering Average (1 datasets)":18.79,"PairClassification Average (4 datasets)":73.2,"Retrieval Average (11 datasets)":"","STS Average (3 datasets)":58.02}
+{"index":27,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":30,"Rank":46,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":34,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":35,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":46,"Rank":50,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":47,"Rank":51,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":48,"Rank":52,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":49,"Rank":53,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":50,"Rank":54,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":52,"Rank":55,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":53,"Rank":56,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":56,"Rank":57,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":57,"Rank":58,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":58,"Rank":59,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":59,"Rank":60,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
+{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (7 datasets)":"","Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":""}
diff --git a/boards_data/pl/data_tasks/Classification/default.jsonl b/boards_data/pl/data_tasks/Classification/default.jsonl
index 0588f85bd6a28d5088ef73f15214070ac3516d1e..a88c571ab958bcc5f759bdba73653740a1f6a6b8 100644
--- a/boards_data/pl/data_tasks/Classification/default.jsonl
+++ b/boards_data/pl/data_tasks/Classification/default.jsonl
@@ -1,60 +1,58 @@
{"index":4,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":16,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":15,"Rank":4,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":28,"Rank":5,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":1,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":29,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":24,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
-{"index":44,"Rank":9,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
-{"index":33,"Rank":10,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
-{"index":43,"Rank":11,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":62.92,"AllegroReviews":40.26,"CBD":68.11,"MassiveIntentClassification (pl)":72.31,"MassiveScenarioClassification (pl)":75.53,"PAC":65.87,"PolEmo2.0-IN":71.73,"PolEmo2.0-OUT":46.6}
-{"index":41,"Rank":12,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":61.07,"AllegroReviews":37.68,"CBD":66.15,"MassiveIntentClassification (pl)":72.01,"MassiveScenarioClassification (pl)":75.27,"PAC":63.77,"PolEmo2.0-IN":69.46,"PolEmo2.0-OUT":43.14}
-{"index":23,"Rank":13,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":60.44,"AllegroReviews":40.19,"CBD":67.69,"MassiveIntentClassification (pl)":68.2,"MassiveScenarioClassification (pl)":73.97,"PAC":66.55,"PolEmo2.0-IN":68.41,"PolEmo2.0-OUT":38.06}
-{"index":3,"Rank":14,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":60.15,"AllegroReviews":41.69,"CBD":62.52,"MassiveIntentClassification (pl)":66.39,"MassiveScenarioClassification (pl)":70.12,"PAC":65.99,"PolEmo2.0-IN":69.6,"PolEmo2.0-OUT":44.74}
-{"index":40,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":59.52,"AllegroReviews":36.38,"CBD":65.54,"MassiveIntentClassification (pl)":70.93,"MassiveScenarioClassification (pl)":74.76,"PAC":64.5,"PolEmo2.0-IN":68.7,"PolEmo2.0-OUT":35.81}
-{"index":36,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":59.26,"AllegroReviews":34.11,"CBD":68.35,"MassiveIntentClassification (pl)":65.53,"MassiveScenarioClassification (pl)":68.51,"PAC":68.4,"PolEmo2.0-IN":64.18,"PolEmo2.0-OUT":45.73}
-{"index":32,"Rank":17,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":59.01,"AllegroReviews":40.85,"CBD":62.66,"MassiveIntentClassification (pl)":61.04,"MassiveScenarioClassification (pl)":66.11,"PAC":70.87,"PolEmo2.0-IN":67.66,"PolEmo2.0-OUT":43.91}
-{"index":37,"Rank":18,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.99,"AllegroReviews":33.35,"CBD":68.51,"MassiveIntentClassification (pl)":66.63,"MassiveScenarioClassification (pl)":69.97,"PAC":66.26,"PolEmo2.0-IN":63.52,"PolEmo2.0-OUT":44.7}
-{"index":45,"Rank":19,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":58.55,"AllegroReviews":34.5,"CBD":70.27,"MassiveIntentClassification (pl)":64.81,"MassiveScenarioClassification (pl)":70.01,"PAC":64.6,"PolEmo2.0-IN":67.06,"PolEmo2.0-OUT":38.58}
-{"index":42,"Rank":20,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.73,"AllegroReviews":33.03,"CBD":64.24,"MassiveIntentClassification (pl)":67.35,"MassiveScenarioClassification (pl)":72.13,"PAC":63.11,"PolEmo2.0-IN":63.96,"PolEmo2.0-OUT":40.32}
-{"index":46,"Rank":21,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":57.49,"AllegroReviews":34.55,"CBD":67.48,"MassiveIntentClassification (pl)":65.93,"MassiveScenarioClassification (pl)":71.85,"PAC":63.25,"PolEmo2.0-IN":68.37,"PolEmo2.0-OUT":30.99}
-{"index":47,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":57.39,"AllegroReviews":34.89,"CBD":65.71,"MassiveIntentClassification (pl)":59.71,"MassiveScenarioClassification (pl)":64.58,"PAC":68.11,"PolEmo2.0-IN":64.0,"PolEmo2.0-OUT":44.72}
-{"index":35,"Rank":23,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":57.05,"AllegroReviews":37.42,"CBD":63.25,"MassiveIntentClassification (pl)":57.4,"MassiveScenarioClassification (pl)":64.25,"PAC":70.55,"PolEmo2.0-IN":67.35,"PolEmo2.0-OUT":39.13}
-{"index":30,"Rank":24,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.34,"AllegroReviews":29.62,"CBD":63.83,"MassiveIntentClassification (pl)":65.86,"MassiveScenarioClassification (pl)":69.99,"PAC":73.87,"PolEmo2.0-IN":52.8,"PolEmo2.0-OUT":38.4}
-{"index":57,"Rank":25,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.09,"AllegroReviews":33.86,"CBD":65.0,"MassiveIntentClassification (pl)":64.29,"MassiveScenarioClassification (pl)":68.98,"PAC":63.76,"PolEmo2.0-IN":62.78,"PolEmo2.0-OUT":19.98}
-{"index":56,"Rank":26,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":52.18,"AllegroReviews":30.88,"CBD":57.68,"MassiveIntentClassification (pl)":59.43,"MassiveScenarioClassification (pl)":65.04,"PAC":65.76,"PolEmo2.0-IN":57.76,"PolEmo2.0-OUT":28.7}
-{"index":53,"Rank":27,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":49.92,"AllegroReviews":28.03,"CBD":60.0,"MassiveIntentClassification (pl)":53.1,"MassiveScenarioClassification (pl)":61.29,"PAC":68.17,"PolEmo2.0-IN":48.84,"PolEmo2.0-OUT":30.0}
-{"index":5,"Rank":28,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":37.66,"AllegroReviews":24.89,"CBD":53.78,"MassiveIntentClassification (pl)":31.77,"MassiveScenarioClassification (pl)":37.49,"PAC":57.14,"PolEmo2.0-IN":40.97,"PolEmo2.0-OUT":17.57}
-{"index":0,"Rank":29,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.99,"MassiveScenarioClassification (pl)":52.92,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":6,"Rank":30,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":27.62,"MassiveScenarioClassification (pl)":31.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":7,"Rank":31,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":33.17,"MassiveScenarioClassification (pl)":36.34,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":8,"Rank":32,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.23,"CBD":0.5,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.56,"PolEmo2.0-IN":0.37,"PolEmo2.0-OUT":0.3}
-{"index":9,"Rank":33,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.21,"CBD":0.54,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.63,"PolEmo2.0-IN":0.34,"PolEmo2.0-OUT":0.28}
-{"index":10,"Rank":34,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":0.22,"CBD":0.51,"MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":0.55,"PolEmo2.0-IN":0.39,"PolEmo2.0-OUT":0.29}
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+{"index":25,"Rank":44,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":27,"Rank":45,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":74.85,"MassiveScenarioClassification (pl)":77.37,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":30,"Rank":46,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":73.65,"MassiveScenarioClassification (pl)":76.69,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":34,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.47,"MassiveScenarioClassification (pl)":45.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":35,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":41.63,"MassiveScenarioClassification (pl)":41.63,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":37,"Rank":49,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":46,"Rank":50,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.63,"MassiveScenarioClassification (pl)":44.72,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":49,"Rank":53,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":35.77,"MassiveScenarioClassification (pl)":36.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":52,"Rank":55,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":39.08,"MassiveScenarioClassification (pl)":46.79,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":53,"Rank":56,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.64,"MassiveScenarioClassification (pl)":49.97,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":56,"Rank":57,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":34.41,"MassiveScenarioClassification (pl)":42.3,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":57,"Rank":58,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":37.67,"MassiveScenarioClassification (pl)":45.2,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":58,"Rank":59,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":43.95,"MassiveScenarioClassification (pl)":49.87,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":59,"Rank":60,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":26.05,"MassiveScenarioClassification (pl)":30.15,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":60,"Rank":61,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":58.91,"MassiveScenarioClassification (pl)":62.55,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":61,"Rank":62,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
diff --git a/boards_data/pl/data_tasks/Clustering/default.jsonl b/boards_data/pl/data_tasks/Clustering/default.jsonl
index 550bb59c5b2aaca0d2bef9111fbf4ffdb0ca5581..179ecc5a22203612719910b7065ac25295bc963c 100644
--- a/boards_data/pl/data_tasks/Clustering/default.jsonl
+++ b/boards_data/pl/data_tasks/Clustering/default.jsonl
@@ -1,28 +1,24 @@
{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
-{"index":16,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":15,"Rank":3,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":28,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":51.36}
-{"index":4,"Rank":5,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
-{"index":1,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
-{"index":29,"Rank":7,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
-{"index":24,"Rank":8,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
-{"index":33,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
-{"index":3,"Rank":10,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
-{"index":46,"Rank":11,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
-{"index":43,"Rank":12,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":33.08}
-{"index":23,"Rank":13,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":32.85}
-{"index":42,"Rank":14,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":31.77}
-{"index":45,"Rank":15,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
-{"index":37,"Rank":16,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
-{"index":44,"Rank":17,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"8TagsClustering":31.16}
-{"index":41,"Rank":18,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
-{"index":40,"Rank":19,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":30.25}
-{"index":36,"Rank":20,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
-{"index":57,"Rank":21,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
-{"index":32,"Rank":22,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
-{"index":35,"Rank":23,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
-{"index":56,"Rank":24,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
-{"index":30,"Rank":25,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
-{"index":47,"Rank":26,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
-{"index":53,"Rank":27,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
-{"index":5,"Rank":28,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
+{"index":4,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
+{"index":29,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
+{"index":36,"Rank":5,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
+{"index":3,"Rank":6,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
+{"index":44,"Rank":7,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":33.15}
+{"index":41,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":33.08}
+{"index":21,"Rank":9,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"8TagsClustering":32.85}
+{"index":40,"Rank":10,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":31.77}
+{"index":43,"Rank":11,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.68}
+{"index":33,"Rank":12,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":31.49}
+{"index":42,"Rank":13,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"8TagsClustering":31.16}
+{"index":39,"Rank":14,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":30.62}
+{"index":38,"Rank":15,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":30.25}
+{"index":32,"Rank":16,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"8TagsClustering":28.15}
+{"index":55,"Rank":17,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":25.62}
+{"index":28,"Rank":18,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"8TagsClustering":24.97}
+{"index":31,"Rank":19,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.92}
+{"index":54,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"8TagsClustering":23.24}
+{"index":26,"Rank":21,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":18.79}
+{"index":45,"Rank":22,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"8TagsClustering":12.96}
+{"index":51,"Rank":23,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"8TagsClustering":12.51}
+{"index":5,"Rank":24,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":4.68}
diff --git a/boards_data/pl/data_tasks/PairClassification/default.jsonl b/boards_data/pl/data_tasks/PairClassification/default.jsonl
index e91db70a5b83ed2d94d74030ff07461295918646..9b35e3e823defa0b1a2392e1d346c47095b62d92 100644
--- a/boards_data/pl/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/pl/data_tasks/PairClassification/default.jsonl
@@ -1,34 +1,30 @@
{"index":4,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":89.62,"CDSC-E":78.23,"PPC":95.43,"PSC":99.24,"SICK-E-PL":85.58}
-{"index":44,"Rank":2,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":89.13,"CDSC-E":79.87,"PPC":93.56,"PSC":98.63,"SICK-E-PL":84.47}
-{"index":16,"Rank":3,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"index":2,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"index":15,"Rank":5,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"index":28,"Rank":6,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.48,"CDSC-E":76.75,"PPC":94.1,"PSC":99.37,"SICK-E-PL":83.68}
-{"index":43,"Rank":7,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":88.14,"CDSC-E":79.1,"PPC":92.81,"PSC":98.61,"SICK-E-PL":82.04}
-{"index":23,"Rank":8,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":87.92,"CDSC-E":79.12,"PPC":92.65,"PSC":98.42,"SICK-E-PL":81.47}
-{"index":46,"Rank":9,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":87.04,"CDSC-E":75.06,"PPC":93.49,"PSC":99.05,"SICK-E-PL":80.56}
-{"index":45,"Rank":10,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":87.0,"CDSC-E":75.99,"PPC":93.29,"PSC":99.1,"SICK-E-PL":79.63}
-{"index":57,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":86.23,"CDSC-E":75.76,"PPC":93.67,"PSC":98.26,"SICK-E-PL":77.22}
-{"index":40,"Rank":12,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":86.16,"CDSC-E":77.27,"PPC":91.76,"PSC":99.15,"SICK-E-PL":76.45}
-{"index":41,"Rank":13,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.9,"CDSC-E":76.83,"PPC":91.09,"PSC":99.53,"SICK-E-PL":76.14}
-{"index":33,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.5,"CDSC-E":74.47,"PPC":92.18,"PSC":99.39,"SICK-E-PL":75.96}
-{"index":3,"Rank":15,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
-{"index":24,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
-{"index":29,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
-{"index":1,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
-{"index":42,"Rank":19,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":84.61,"CDSC-E":76.68,"PPC":89.7,"PSC":98.86,"SICK-E-PL":73.21}
-{"index":56,"Rank":20,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":83.28,"CDSC-E":72.22,"PPC":91.8,"PSC":97.14,"SICK-E-PL":71.94}
-{"index":32,"Rank":21,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":82.15,"CDSC-E":72.67,"PPC":88.01,"PSC":99.14,"SICK-E-PL":68.77}
-{"index":35,"Rank":22,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":80.5,"CDSC-E":69.7,"PPC":86.72,"PSC":99.24,"SICK-E-PL":66.34}
-{"index":47,"Rank":23,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":79.27,"CDSC-E":68.91,"PPC":86.97,"PSC":97.42,"SICK-E-PL":63.77}
-{"index":53,"Rank":24,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":79.26,"CDSC-E":71.83,"PPC":86.83,"PSC":96.35,"SICK-E-PL":62.05}
-{"index":37,"Rank":25,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":77.33,"CDSC-E":67.35,"PPC":85.33,"PSC":98.46,"SICK-E-PL":58.19}
-{"index":36,"Rank":26,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":75.32,"CDSC-E":63.31,"PPC":84.18,"PSC":98.87,"SICK-E-PL":54.93}
-{"index":30,"Rank":27,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.2,"CDSC-E":59.97,"PPC":85.37,"PSC":91.98,"SICK-E-PL":55.48}
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diff --git a/boards_data/pl/data_tasks/Retrieval/default.jsonl b/boards_data/pl/data_tasks/Retrieval/default.jsonl
index a6145df32fec59ed1e17edd99a9e3873baa72d26..2369b8ebfffd9a8458fda31fff937513253130e4 100644
--- a/boards_data/pl/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/pl/data_tasks/Retrieval/default.jsonl
@@ -1,27 +1,23 @@
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+{"index":43,"Rank":18,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":32.08,"ArguAna-PL":49.42,"DBPedia-PL":19.82,"FiQA-PL":19.58,"HotpotQA-PL":23.47,"MSMARCO-PL":16.51,"NFCorpus-PL":22.49,"NQ-PL":19.83,"Quora-PL":81.17,"SCIDOCS-PL":12.15,"SciFact-PL":49.49,"TRECCOVID-PL":38.97}
+{"index":55,"Rank":19,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":29.16,"ArguAna-PL":42.62,"DBPedia-PL":20.18,"FiQA-PL":14.68,"HotpotQA-PL":29.36,"MSMARCO-PL":12.45,"NFCorpus-PL":18.53,"NQ-PL":15.64,"Quora-PL":79.18,"SCIDOCS-PL":11.18,"SciFact-PL":41.53,"TRECCOVID-PL":35.38}
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+{"index":45,"Rank":21,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":23.36,"ArguAna-PL":38.52,"DBPedia-PL":16.1,"FiQA-PL":7.63,"HotpotQA-PL":19.72,"MSMARCO-PL":7.22,"NFCorpus-PL":17.45,"NQ-PL":9.65,"Quora-PL":74.96,"SCIDOCS-PL":7.48,"SciFact-PL":39.79,"TRECCOVID-PL":18.45}
+{"index":51,"Rank":22,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":21.18,"ArguAna-PL":36.7,"DBPedia-PL":12.36,"FiQA-PL":8.02,"HotpotQA-PL":20.83,"MSMARCO-PL":4.57,"NFCorpus-PL":16.28,"NQ-PL":5.85,"Quora-PL":71.95,"SCIDOCS-PL":6.5,"SciFact-PL":33.03,"TRECCOVID-PL":16.91}
+{"index":26,"Rank":44,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
diff --git a/boards_data/pl/data_tasks/STS/default.jsonl b/boards_data/pl/data_tasks/STS/default.jsonl
index 44f5b14206435bf11e81a1f633e74fab66562e58..dce1ee8d96284ece4133e72a3cc72feccc6cb255 100644
--- a/boards_data/pl/data_tasks/STS/default.jsonl
+++ b/boards_data/pl/data_tasks/STS/default.jsonl
@@ -1,56 +1,55 @@
{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":16,"Rank":2,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":15,"Rank":3,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":28,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.86,"CDSC-R":92.66,"SICK-R-PL":78.89,"STS22 (pl)":41.02}
-{"index":43,"Rank":5,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":70.7,"CDSC-R":92.54,"SICK-R-PL":79.2,"STS22 (pl)":40.36}
-{"index":4,"Rank":6,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":70.64,"CDSC-R":90.97,"SICK-R-PL":78.16,"STS22 (pl)":42.79}
-{"index":44,"Rank":7,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":70.59,"CDSC-R":92.54,"SICK-R-PL":79.91,"STS22 (pl)":39.32}
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-{"index":41,"Rank":9,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.98,"CDSC-R":93.5,"SICK-R-PL":76.04,"STS22 (pl)":40.4}
-{"index":23,"Rank":10,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":69.47,"CDSC-R":92.13,"SICK-R-PL":79.51,"STS22 (pl)":36.78}
-{"index":3,"Rank":11,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
-{"index":45,"Rank":12,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
-{"index":42,"Rank":13,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
-{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":29,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":24,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
-{"index":46,"Rank":17,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
-{"index":33,"Rank":18,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
-{"index":57,"Rank":19,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.19,"CDSC-R":88.8,"SICK-R-PL":73.13,"STS22 (pl)":33.64}
-{"index":35,"Rank":20,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.18,"CDSC-R":90.27,"SICK-R-PL":69.46,"STS22 (pl)":35.8}
-{"index":32,"Rank":21,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":65.13,"CDSC-R":90.08,"SICK-R-PL":71.23,"STS22 (pl)":34.07}
-{"index":37,"Rank":22,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":65.01,"CDSC-R":89.09,"SICK-R-PL":67.26,"STS22 (pl)":38.69}
-{"index":56,"Rank":23,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":63.83,"CDSC-R":88.98,"SICK-R-PL":68.77,"STS22 (pl)":33.73}
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-{"index":36,"Rank":25,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":63.53,"CDSC-R":86.18,"SICK-R-PL":64.67,"STS22 (pl)":39.73}
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-{"index":30,"Rank":27,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.02,"CDSC-R":85.77,"SICK-R-PL":62.98,"STS22 (pl)":25.31}
-{"index":0,"Rank":28,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":18.34}
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-{"index":9,"Rank":33,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.41,"SICK-R-PL":0.32,"STS22 (pl)":""}
-{"index":10,"Rank":34,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.57,"SICK-R-PL":0.39,"STS22 (pl)":""}
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-{"index":12,"Rank":36,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.3,"SICK-R-PL":0.28,"STS22 (pl)":""}
-{"index":13,"Rank":37,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":0.65,"SICK-R-PL":0.55,"STS22 (pl)":""}
-{"index":17,"Rank":39,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
-{"index":19,"Rank":41,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":35.38}
-{"index":20,"Rank":42,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":36.37}
-{"index":21,"Rank":43,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":23.31}
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-{"index":38,"Rank":50,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
-{"index":39,"Rank":51,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
-{"index":48,"Rank":52,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":19.22}
-{"index":49,"Rank":53,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":26.77}
-{"index":51,"Rank":55,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":13.56}
-{"index":52,"Rank":56,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.47}
-{"index":54,"Rank":57,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":30.68}
-{"index":55,"Rank":58,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":33.74}
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diff --git a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
index a0ab7cfc551a9aa72877ad841f5d74a5de03d7e3..62263db685fa62b599ebdccbd1bf417c8b0290f6 100644
--- a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
@@ -1,36 +1,34 @@
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+{"index":21,"Rank":23,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73}
+{"index":3,"Rank":24,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76}
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+{"index":9,"Rank":26,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28}
+{"index":23,"Rank":27,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66}
+{"index":2,"Rank":28,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27}
+{"index":8,"Rank":29,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35}
+{"index":26,"Rank":30,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01}
+{"index":25,"Rank":31,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52}
+{"index":19,"Rank":32,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3}
+{"index":13,"Rank":33,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3}
+{"index":27,"Rank":34,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""}
diff --git a/boards_data/ru/data_tasks/PairClassification/default.jsonl b/boards_data/ru/data_tasks/PairClassification/default.jsonl
index 8581d0aaf57b112f68fe8a4930f37d306bc349af..fd59ade14eec66ae8a3e10958a5cd4b563fa1ed8 100644
--- a/boards_data/ru/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/ru/data_tasks/PairClassification/default.jsonl
@@ -1,25 +1,23 @@
{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"TERRa (rus-Cyrl)":64.99}
-{"index":22,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
+{"index":21,"Rank":2,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":64.57}
{"index":4,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"TERRa (rus-Cyrl)":60.79}
{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"TERRa (rus-Cyrl)":60.6}
{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":60.02}
-{"index":13,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"TERRa (rus-Cyrl)":59.38}
-{"index":3,"Rank":7,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
-{"index":21,"Rank":8,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
-{"index":15,"Rank":9,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
-{"index":23,"Rank":10,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
-{"index":24,"Rank":11,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
-{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
-{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
-{"index":16,"Rank":14,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
-{"index":14,"Rank":15,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
-{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
-{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
-{"index":2,"Rank":18,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
-{"index":5,"Rank":19,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
-{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
-{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
-{"index":6,"Rank":22,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
-{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
-{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
-{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"TERRa (rus-Cyrl)":44.52}
+{"index":3,"Rank":6,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":59.12}
+{"index":20,"Rank":7,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":58.56}
+{"index":14,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"TERRa (rus-Cyrl)":58.4}
+{"index":22,"Rank":9,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":57.81}
+{"index":23,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":56.09}
+{"index":16,"Rank":11,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"TERRa (rus-Cyrl)":55.71}
+{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"TERRa (rus-Cyrl)":55.61}
+{"index":15,"Rank":13,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"TERRa (rus-Cyrl)":55.14}
+{"index":13,"Rank":14,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"TERRa (rus-Cyrl)":54.96}
+{"index":12,"Rank":15,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"TERRa (rus-Cyrl)":53.78}
+{"index":1,"Rank":16,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"TERRa (rus-Cyrl)":52.48}
+{"index":2,"Rank":17,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"TERRa (rus-Cyrl)":52.12}
+{"index":5,"Rank":18,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":51.97}
+{"index":9,"Rank":19,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"TERRa (rus-Cyrl)":51.87}
+{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"TERRa (rus-Cyrl)":51.06}
+{"index":6,"Rank":21,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"TERRa (rus-Cyrl)":50.17}
+{"index":17,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"TERRa (rus-Cyrl)":46.4}
+{"index":18,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"TERRa (rus-Cyrl)":45.03}
diff --git a/boards_data/se/data_tasks/Classification/default.jsonl b/boards_data/se/data_tasks/Classification/default.jsonl
index 8cce9fa388b252e2822a8f84bba8321d20dfdbbc..d6bf53bf1cb1d989846a49a818f87666149b21c0 100644
--- a/boards_data/se/data_tasks/Classification/default.jsonl
+++ b/boards_data/se/data_tasks/Classification/default.jsonl
@@ -1,21 +1,21 @@
{"index":15,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97}
{"index":14,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25}
-{"index":26,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
-{"index":32,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
-{"index":25,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
-{"index":33,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
-{"index":28,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
+{"index":27,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44}
+{"index":34,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19}
+{"index":26,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32}
+{"index":35,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79}
+{"index":29,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06}
{"index":19,"Rank":8,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95}
-{"index":50,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
-{"index":20,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
-{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
-{"index":21,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
-{"index":22,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
+{"index":53,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99}
+{"index":21,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18}
+{"index":54,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33}
+{"index":22,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18}
+{"index":23,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13}
{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34}
-{"index":24,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
+{"index":25,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03}
{"index":6,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63}
-{"index":36,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
-{"index":31,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
+{"index":39,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17}
+{"index":32,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28}
{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41}
{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
@@ -24,29 +24,32 @@
{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":10,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":11,"Rank":28,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":61.96,"MassiveScenarioClassification (nb)":67.37,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":23,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":27,"Rank":35,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":29,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":30,"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":34,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":35,"Rank":39,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":37,"Rank":40,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":39,"Rank":42,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":40,"Rank":43,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":42,"Rank":45,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":43,"Rank":46,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":44,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":45,"Rank":48,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":46,"Rank":49,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":47,"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":48,"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":49,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":20,"Rank":34,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":24,"Rank":35,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":28,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":30,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":31,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":33,"Rank":39,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":37,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":38,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":40,"Rank":43,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":41,"Rank":44,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":42,"Rank":45,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":43,"Rank":46,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":44,"Rank":47,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":45,"Rank":48,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":46,"Rank":49,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":47,"Rank":50,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":48,"Rank":51,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":49,"Rank":52,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":50,"Rank":53,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":51,"Rank":54,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":52,"Rank":55,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/boards_data/zh/data_overall/default.jsonl b/boards_data/zh/data_overall/default.jsonl
index 88719594c0f3491e34457362fed3733c74b99c13..8cec33da434e98bb6cd86125eeef8feeecf315dc 100644
--- a/boards_data/zh/data_overall/default.jsonl
+++ b/boards_data/zh/data_overall/default.jsonl
@@ -1,293 +1,296 @@
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-{"index":46,"Rank":98,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":77,"Rank":120,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":78,"Rank":121,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":137,"Rank":177,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":148,"Rank":187,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":33,"Rank":86,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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-{"index":333,"Rank":335,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":334,"Rank":336,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":335,"Rank":337,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
-{"index":337,"Rank":338,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":282,"Rank":295,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":283,"Rank":296,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":284,"Rank":297,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":287,"Rank":300,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":288,"Rank":301,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":291,"Rank":304,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":293,"Rank":305,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":294,"Rank":306,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":297,"Rank":307,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":302,"Rank":310,"Model":"BAAI-bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":67.78,"Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":337,"Rank":340,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":340,"Rank":343,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":1024,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":66.04,"Retrieval Average (8 datasets)":72.92,"STS Average (8 datasets)":""}
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+{"index":342,"Rank":345,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":358,"Rank":361,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
+{"index":359,"Rank":362,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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+{"index":364,"Rank":366,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
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diff --git a/boards_data/zh/data_tasks/Classification/default.jsonl b/boards_data/zh/data_tasks/Classification/default.jsonl
index cdb983c85528d7edeb64fdcb4ce852c6d1aa1875..45a1b0f73505f1d6c311ba1e89b971a64378b00c 100644
--- a/boards_data/zh/data_tasks/Classification/default.jsonl
+++ b/boards_data/zh/data_tasks/Classification/default.jsonl
@@ -1,98 +1,96 @@
-{"index":156,"Rank":1,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"index":71,"Rank":2,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"index":17,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"index":72,"Rank":4,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.09,"AmazonReviewsClassification (zh)":53.98,"IFlyTek":54.52,"JDReview":86.51,"MassiveIntentClassification (zh-CN)":81.09,"MassiveScenarioClassification (zh-CN)":86.06,"MultilingualSentiment":76.88,"OnlineShopping":94.3,"TNews":52.97,"Waimai":89.47}
-{"index":129,"Rank":5,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.03,"AmazonReviewsClassification (zh)":50.31,"IFlyTek":51.94,"JDReview":90.32,"MassiveIntentClassification (zh-CN)":78.14,"MassiveScenarioClassification (zh-CN)":86.2,"MultilingualSentiment":78.58,"OnlineShopping":95.07,"TNews":55.03,"Waimai":89.7}
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diff --git a/boards_data/zh/data_tasks/Clustering/default.jsonl b/boards_data/zh/data_tasks/Clustering/default.jsonl
index 8d4e5fc632a21c9a708ce0c1a157b554b2f98963..f67ddc7bc5b8c88ac93e6b63842a6823ae3bbab2 100644
--- a/boards_data/zh/data_tasks/Clustering/default.jsonl
+++ b/boards_data/zh/data_tasks/Clustering/default.jsonl
@@ -1,70 +1,67 @@
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-{"index":129,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
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diff --git a/boards_data/zh/data_tasks/PairClassification/default.jsonl b/boards_data/zh/data_tasks/PairClassification/default.jsonl
index c8bb47b2f5a811b918390233a6e06a3052943b1b..c3ddc5c781db83a1b34540d172b4c626d62ca022 100644
--- a/boards_data/zh/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/zh/data_tasks/PairClassification/default.jsonl
@@ -1,71 +1,68 @@
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diff --git a/boards_data/zh/data_tasks/Reranking/default.jsonl b/boards_data/zh/data_tasks/Reranking/default.jsonl
index 7d7843aff9ebee55b194713b9a5a736a1ff31fa5..6610ea131be3a363dbbf035bf5dd1ac064380a1f 100644
--- a/boards_data/zh/data_tasks/Reranking/default.jsonl
+++ b/boards_data/zh/data_tasks/Reranking/default.jsonl
@@ -1,86 +1,84 @@
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diff --git a/boards_data/zh/data_tasks/Retrieval/default.jsonl b/boards_data/zh/data_tasks/Retrieval/default.jsonl
index 15f901f8c971fc0e9819567d16e258ed07913242..db4a53ea5443beacf933e48551e1bcd189d6615b 100644
--- a/boards_data/zh/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/zh/data_tasks/Retrieval/default.jsonl
@@ -1,78 +1,77 @@
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diff --git a/boards_data/zh/data_tasks/STS/default.jsonl b/boards_data/zh/data_tasks/STS/default.jsonl
index 9c950e4fcfa86ee0c9a0aeb0fb1178b0794a01ad..c08a1357663c3f8396d3ccfe80374be22c54e56d 100644
--- a/boards_data/zh/data_tasks/STS/default.jsonl
+++ b/boards_data/zh/data_tasks/STS/default.jsonl
@@ -1,95 +1,94 @@
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+{"index":294,"Rank":307,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":32.83,"STSB":""}
+{"index":297,"Rank":308,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":63.24,"STSB":""}
+{"index":300,"Rank":309,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AFQMC":"","ATEC":"","BQ":"","LCQMC":"","PAWSX":"","QBQTC":"","STS22 (zh)":66.82,"STSB":""}
diff --git a/config.yaml b/config.yaml
index f6eca18dedf670715e1d1de2b0206b0b01c2ca32..8d226afa639de430fd1e621c411e380b25696c61 100644
--- a/config.yaml
+++ b/config.yaml
@@ -280,41 +280,6 @@ boards:
- Robust04InstructionRetrieval
- News21InstructionRetrieval
- Core17InstructionRetrieval
- law:
- title: Law
- language_long: "English, German, Chinese"
- has_overall: false
- acronym: null
- icon: "⚖️"
- special_icons: null
- credits: "[Voyage AI](https://www.voyageai.com/)"
- tasks:
- Retrieval:
- - AILACasedocs
- - AILAStatutes
- - GerDaLIRSmall
- - LeCaRDv2
- - LegalBenchConsumerContractsQA
- - LegalBenchCorporateLobbying
- - LegalQuAD
- - LegalSummarization
- longembed:
- title: LongEmbed
- language_long: "English"
- has_overall: false
- acronym: null
- icon: "📚"
- special_icons: null
- credits: "[LongEmbed](https://arxiv.org/abs/2404.12096v2)"
- metric: nDCG@10 (for NarrativeQA, QMSum, SummScreenFD, WikimQA) & nDCG@1 (for passkey and needle)
- tasks:
- Retrieval:
- - LEMBNarrativeQARetrieval
- - LEMBNeedleRetrieval
- - LEMBPasskeyRetrieval
- - LEMBQMSumRetrieval
- - LEMBSummScreenFDRetrieval
- - LEMBWikimQARetrieval
de:
title: German
language_long: "German"
@@ -447,6 +412,41 @@ boards:
credits: null
tasks:
STS: ["STS17 (ar-ar)", "STS17 (en-ar)", "STS17 (en-de)", "STS17 (en-tr)", "STS17 (es-en)", "STS17 (es-es)", "STS17 (fr-en)", "STS17 (it-en)", "STS17 (ko-ko)", "STS17 (nl-en)", "STS22 (ar)", "STS22 (de)", "STS22 (de-en)", "STS22 (de-fr)", "STS22 (de-pl)", "STS22 (es)", "STS22 (es-en)", "STS22 (es-it)", "STS22 (fr)", "STS22 (fr-pl)", "STS22 (it)", "STS22 (pl)", "STS22 (pl-en)", "STS22 (ru)", "STS22 (tr)", "STS22 (zh-en)", "STSBenchmark"]
+ law:
+ title: Law
+ language_long: "English, German, Chinese"
+ has_overall: false
+ acronym: null
+ icon: "⚖️"
+ special_icons: null
+ credits: "[Voyage AI](https://www.voyageai.com/)"
+ tasks:
+ Retrieval:
+ - AILACasedocs
+ - AILAStatutes
+ - GerDaLIRSmall
+ - LeCaRDv2
+ - LegalBenchConsumerContractsQA
+ - LegalBenchCorporateLobbying
+ - LegalQuAD
+ - LegalSummarization
+ longembed:
+ title: LongEmbed
+ language_long: "English"
+ has_overall: false
+ acronym: null
+ icon: "📚"
+ special_icons: null
+ credits: "[LongEmbed (Dawei Zhu et al.)](https://arxiv.org/abs/2404.12096v2)"
+ metric: nDCG@10 (for NarrativeQA, QMSum, SummScreenFD, WikimQA) & nDCG@1 (for passkey and needle)
+ tasks:
+ Retrieval:
+ - LEMBNarrativeQARetrieval
+ - LEMBNeedleRetrieval
+ - LEMBPasskeyRetrieval
+ - LEMBQMSumRetrieval
+ - LEMBSummScreenFDRetrieval
+ - LEMBWikimQARetrieval
rar-b:
title: RAR-b
language_long: "English"
@@ -454,7 +454,7 @@ boards:
acronym: null
icon: "📚"
special_icons: null
- credits: "[RAR-b (Xiao et al.)](https://arxiv.org/abs/2404.06347/)"
+ credits: "[RAR-b (Chenghao Xiao et al.)](https://arxiv.org/abs/2404.06347/)"
metric: nDCG@10
tasks:
Retrieval:
@@ -482,6 +482,8 @@ boards:
special_icons: null
credits: "[BRIGHT (Hongjin Su, Howard Yen, Mengzhou Xia et al.)](https://brightbenchmark.github.io/)"
metric: nDCG@10
+ split: standard
+ desc: This tab only allows submissions with the original queries; not results from LLM rewritten queries or using reranking.
tasks:
Retrieval:
- BrightRetrieval (biology)
@@ -496,3 +498,45 @@ boards:
- BrightRetrieval (aops)
- BrightRetrieval (theoremqa_theorems)
- BrightRetrieval (theoremqa_questions)
+ bright_long:
+ title: BRIGHT Long
+ language_long: "English"
+ has_overall: false
+ acronym: null
+ icon: "🌟"
+ special_icons: null
+ credits: "[BRIGHT (Hongjin Su, Howard Yen, Mengzhou Xia et al.)](https://brightbenchmark.github.io/)"
+ metric: Recall@1
+ split: long
+ desc: This tab is for the long document setting of BRIGHT.
+ tasks:
+ Retrieval:
+ - BrightRetrieval (biology)
+ - BrightRetrieval (earth_science)
+ - BrightRetrieval (economics)
+ - BrightRetrieval (psychology)
+ - BrightRetrieval (robotics)
+ - BrightRetrieval (stackoverflow)
+ - BrightRetrieval (sustainable_living)
+ - BrightRetrieval (pony)
+ coir:
+ title: CoIR
+ language_long: "Code"
+ has_overall: false
+ acronym: null
+ icon: "💻"
+ special_icons: null
+ credits: "[Samoed](https://github.com/Samoed) and [monikernemo](https://github.com/monikernemo) and [CoIR (Xiangyang Li, Kuicai Dong, Yi Quan Lee et al.)](https://arxiv.org/abs/2407.02883)"
+ metric: nDCG@10
+ tasks:
+ Retrieval:
+ - AppsRetrieval
+ - CodeFeedbackMT
+ - CodeFeedbackST
+ - CodeSearchNetCCRetrieval
+ - CodeSearchNetRetrieval
+ - CodeTransOceanContest
+ - CodeTransOceanDL
+ - CosQA
+ - StackOverflowQA
+ - SyntheticText2SQL
\ No newline at end of file
diff --git a/model_meta.yaml b/model_meta.yaml
index d3e19de6c827912bee12fd4c7c824912e7805571..ade181121a2feacdb08c052957a4b5561e734422 100644
--- a/model_meta.yaml
+++ b/model_meta.yaml
@@ -185,6 +185,15 @@ model_meta:
is_proprietary: false
is_sentence_transformers_compatible: false
uses_instruct: true
+ NV-Embed-v2:
+ link: https://huggingface.co/nvidia/NV-Embed-v2
+ seq_len: 32768
+ size: 7851
+ dim: 4096
+ is_external: false
+ is_proprietary: false
+ is_sentence_transformers_compatible: true
+ uses_instruct: true
NV-Retriever-v1:
link: https://huggingface.co/nvidia/NV-Retriever-v1
seq_len: 512
@@ -1943,6 +1952,19 @@ models_to_skip:
- VenkatNDivi77/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- barnowak/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
- arisylafeta/gte-Qwen2-1.5B-instruct-Q4_0-GGUF
+- KeyurRamoliya/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
+- cedarwud/gte-Qwen2-7B-instruct-Q4_K_M-GGUF
+- KeyurRamoliya/gte-Qwen2-7B-instruct-GGUF
+- agier9/gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF
+- dopeba/gte-Qwen2-1.5B-instruct-Q8_0-GGUF
+- Yingda/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
+- soichisumi/gte-Qwen2-7B-instruct-Q8_0-GGUF
+- Bearsaerker/gte-Qwen2-7B-instruct-Q5_K_M-GGUF
+- redshiva/gte-Qwen2-7B-instruct-Q8_0-GGUF
+- qaz-t/gte-Qwen2-7B-instruct-Q8_0-GGUF
+- biggunnyso4/stella_en_400M_v5_cpu
+- PotatoOff/mxbai-embed-large-safetensors
+- KeyurRamoliya/multilingual-e5-large-instruct-GGUF
cross_encoders:
- FollowIR-7B
- flan-t5-base
diff --git a/refresh.py b/refresh.py
index e0ed17f3d9cc966bbe16ccec1887f25b2f6a528a..26175ff8ba599953cad226d40abd6f3c9ede6924 100644
--- a/refresh.py
+++ b/refresh.py
@@ -78,9 +78,12 @@ NOINSTRUCT_MODELS = {
TASK_TO_TASK_TYPE = {task_category: [] for task_category in TASKS}
-for board_config in BOARDS_CONFIG.values():
+TASK_TO_SPLIT = {}
+for k, board_config in BOARDS_CONFIG.items():
for task_category, task_list in board_config["tasks"].items():
TASK_TO_TASK_TYPE[task_category].extend(task_list)
+ if "split" in board_config:
+ TASK_TO_SPLIT[k] = board_config["split"]
## Don't cache this because we want to re-compute every time
@@ -161,19 +164,22 @@ def filter_metric_external(x, task, metrics) -> bool:
# This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks.
if x["mteb_dataset_name"] in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]:
return bool(x["mteb_task"] == task and x["metric"] == "ndcg_at_1")
+ elif (x["mteb_dataset_name"].startswith("BrightRetrieval") and (x["split"] == "long")):
+ return bool(x["mteb_task"] == task and x["metric"] in ["recall_at_1"])
elif x["mteb_dataset_name"] == "MIRACLReranking":
return bool(x["mteb_task"] == task and x["metric"] in ["NDCG@10(MIRACL)"])
else:
return bool(x["mteb_task"] == task and x["metric"] in metrics)
-def filter_metric_fetched(name: str, metric: str, expected_metrics) -> bool:
+def filter_metric_fetched(name: str, metric: str, expected_metrics, split: str) -> bool:
# This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks.
- return bool(
- metric == "ndcg_at_1"
- if name in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]
- else metric in expected_metrics
- )
+ if name in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]:
+ return bool(metric == "ndcg_at_1")
+ elif (name.startswith("BrightRetrieval") and (split == "long")):
+ return bool(metric in ["recall_at_1"])
+ else:
+ return bool(metric in expected_metrics)
def get_dim_seq_size(model):
@@ -237,13 +243,23 @@ def get_external_model_results():
pbar = tqdm(models_to_run, desc="Fetching external model results")
for model in pbar:
pbar.set_description(f"Fetching external model results for {model!r}")
- ds = load_dataset(
- RESULTS_REPO,
- model,
- trust_remote_code=True,
- download_mode="force_redownload",
- verification_mode="no_checks",
- )
+ try:
+ ds = load_dataset(
+ RESULTS_REPO,
+ model,
+ trust_remote_code=True,
+ download_mode="force_redownload",
+ verification_mode="no_checks",
+ )
+ except KeyError as e:
+ model_tmp = "__".join(MODEL_META["model_meta"][model]["link"].split("/")[-2:])
+ ds = load_dataset(
+ RESULTS_REPO,
+ model_tmp,
+ trust_remote_code=True,
+ download_mode="force_redownload",
+ verification_mode="no_checks",
+ )
ds = ds.map(add_lang)
ds = ds.map(add_task)
base_dict = {
@@ -256,19 +272,39 @@ def get_external_model_results():
}
for task, metrics in TASK_TO_METRIC.items():
- ds_dict = ds.filter(lambda x: filter_metric_external(x, task, metrics))[
+ ds_sub = ds.filter(lambda x: filter_metric_external(x, task, metrics))[
"test"
- ].to_dict()
- ds_dict = {
- k: round(v, 2)
- for k, v in zip(
- ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"]
+ ]
+ metrics = ds_sub.unique("metric")
+ for metric in metrics:
+ ds_dict = ds_sub.filter(lambda x: x["metric"] == metric).to_dict()
+ ds_dict = {
+ k: round(v, 2)
+ for k, v in zip(
+ ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"]
+ )
+ }
+ # metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat
+ # except for recall_at_1, which is the main name for BrightRetrieval (Long)
+ metric = metrics[0] if metric != "recall_at_1" else metric
+ if metric not in EXTERNAL_MODEL_RESULTS[model][task]:
+ EXTERNAL_MODEL_RESULTS[model][task][metric] = []
+ EXTERNAL_MODEL_RESULTS[model][task][metric].append(
+ {**base_dict, **ds_dict}
)
- }
- # metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat
- EXTERNAL_MODEL_RESULTS[model][task][metrics[0]].append(
- {**base_dict, **ds_dict}
- )
+ #ds_dict = ds.filter(lambda x: filter_metric_external(x, task, metrics))[
+ # "test"
+ #].to_dict()
+ #ds_dict = {
+ # k: round(v, 2)
+ # for k, v in zip(
+ # ds_dict["mteb_dataset_name_with_lang"], ds_dict["score"]
+ # )
+ #}
+ ## metrics[0] is the main name for this metric; other names in the list are legacy for backward-compat
+ #EXTERNAL_MODEL_RESULTS[model][task][metrics[0]].append(
+ # {**base_dict, **ds_dict}
+ #)
# Save & cache EXTERNAL_MODEL_RESULTS
with open("EXTERNAL_MODEL_RESULTS.json", "w") as f:
@@ -320,8 +356,8 @@ def get_mteb_data(
results_list = []
for task in tasks:
# Not all models have InstructionRetrieval, other new tasks
- if task not in external_model_results[model]:
- continue
+ if task not in external_model_results[model]: continue
+ if task_to_metric[task][0] not in external_model_results[model][task]: continue
results_list += external_model_results[model][task][task_to_metric[task][0]]
if len(datasets) > 0:
@@ -416,6 +452,7 @@ def get_mteb_data(
res["dataset"]["name"].replace("MTEB ", ""),
score["type"],
task_to_metric.get(res["task"]["type"]),
+ res["dataset"]["split"],
)
][0]
}
@@ -536,7 +573,7 @@ def get_mteb_average(task_dict: dict) -> tuple[Any, dict]:
rank=False,
)
# Debugging:
- DATA_OVERALL.to_csv("overall.csv")
+ # DATA_OVERALL.to_csv("overall.csv")
DATA_OVERALL.insert(
1,
f"Average ({len(all_tasks)} datasets)",
@@ -610,8 +647,11 @@ def refresh_leaderboard() -> tuple[list, dict]:
leave=True,
)
for board, board_config in pbar_tasks:
- if board == "longembed":
- pass
+ # Optional fetch only for a specific board
+ # if board != "bright_long": continue
+ # Very hacky - should fix this as soon as possible
+ if board == "bright_long":
+ TASK_TO_METRIC["Retrieval"] = ["recall_at_1"]
boards_data[board] = {"data_overall": None, "data_tasks": {}}
pbar_tasks.set_description(f"Fetching leaderboard results for {board!r}")
pbar_tasks.refresh()
@@ -630,10 +670,10 @@ def refresh_leaderboard() -> tuple[list, dict]:
)
boards_data[board]["data_tasks"][task_category] = data_task_category
all_data_tasks.append(data_task_category)
-
+ if board == "bright_long":
+ TASK_TO_METRIC["Retrieval"] = ["ndcg_at_10"]
return all_data_tasks, boards_data
-
def write_out_results(item: dict, item_name: str) -> None:
"""
Due to their complex structure, let's recursively create subfolders until we reach the end