diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl
index 2963a491a51c8cfe7de61f31954a5cc742d954a4..fe1aeff7a2585e9dd4f0b480ffac181a2c0e1ba3 100644
--- a/all_data_tasks/0/default.jsonl
+++ b/all_data_tasks/0/default.jsonl
@@ -1,16 +1,16 @@
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@@ -18,290 +18,291 @@
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diff --git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl
index 7d0d33697770920513511b5dcbe743822cea7e48..153a877e0cf2e616ca1b9c77078e7554a87cc8e5 100644
--- a/all_data_tasks/1/default.jsonl
+++ b/all_data_tasks/1/default.jsonl
@@ -1,301 +1,303 @@
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+{"index":236,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.46,"ArxivClusteringP2P":55.8,"ArxivClusteringS2S":51.26,"BiorxivClusteringP2P":54.09,"BiorxivClusteringS2S":49.6,"MedrxivClusteringP2P":46.09,"MedrxivClusteringS2S":44.86,"RedditClustering":71.1,"RedditClusteringP2P":74.94,"StackExchangeClustering":82.1,"StackExchangeClusteringP2P":48.36,"TwentyNewsgroupsClustering":64.82}
{"index":24,"Rank":2,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"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}
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{"index":17,"Rank":4,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"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}
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{"index":108,"Rank":6,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"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}
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diff --git a/all_data_tasks/10/default.jsonl b/all_data_tasks/10/default.jsonl
index d10967a69e5322789c5c82cc84876268f535302e..9d639bdf02449704bccb8162ce914064de850be2 100644
--- a/all_data_tasks/10/default.jsonl
+++ b/all_data_tasks/10/default.jsonl
@@ -1,76 +1,76 @@
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diff --git a/all_data_tasks/11/default.jsonl b/all_data_tasks/11/default.jsonl
index b3645433b7e7ae63c6882e3cd80fa576e8438398..fa06c64c587e475a8e99a21dd628731a2e3bcb04 100644
--- a/all_data_tasks/11/default.jsonl
+++ b/all_data_tasks/11/default.jsonl
@@ -1,89 +1,89 @@
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diff --git a/all_data_tasks/12/default.jsonl b/all_data_tasks/12/default.jsonl
index 23e567e22b7dce9e02f4bec64aff6593abb7c27f..05a13de080f6a8c8ff1ab75f458643412f906787 100644
--- a/all_data_tasks/12/default.jsonl
+++ b/all_data_tasks/12/default.jsonl
@@ -1,40 +1,40 @@
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@@ -42,52 +42,52 @@
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diff --git a/all_data_tasks/13/default.jsonl b/all_data_tasks/13/default.jsonl
index 363e8161845b015f18d846830b244be720cf0188..5d33f2bc3b5891a792cbf9666714602600f8e102 100644
--- a/all_data_tasks/13/default.jsonl
+++ b/all_data_tasks/13/default.jsonl
@@ -1,43 +1,43 @@
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diff --git a/all_data_tasks/15/default.jsonl b/all_data_tasks/15/default.jsonl
index 2f10eb81dabe5227744f2ee5506cefefa9b97838..7c22aa232e9fb0b4813520ef9d0962057c7bb8e0 100644
--- a/all_data_tasks/15/default.jsonl
+++ b/all_data_tasks/15/default.jsonl
@@ -36,7 +36,7 @@
{"index":29,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AngryTweetsClassification":59.53,"DKHateClassification":"","DanishPoliticalCommentsClassification":33.07,"LccSentimentClassification":60.27,"MassiveIntentClassification (da)":65.08,"MassiveScenarioClassification (da)":71.88,"NordicLangClassification":76.57,"ScalaDaClassification":""}
{"index":31,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":49.54,"MassiveScenarioClassification (da)":52.53,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":32,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":46.93,"MassiveScenarioClassification (da)":49.11,"NordicLangClassification":"","ScalaDaClassification":""}
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{"index":37,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":38,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AngryTweetsClassification":51.11,"DKHateClassification":"","DanishPoliticalCommentsClassification":38.34,"LccSentimentClassification":50.07,"MassiveIntentClassification (da)":58.25,"MassiveScenarioClassification (da)":65.24,"NordicLangClassification":35.39,"ScalaDaClassification":""}
{"index":39,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AngryTweetsClassification":42.87,"DKHateClassification":"","DanishPoliticalCommentsClassification":27.07,"LccSentimentClassification":41.93,"MassiveIntentClassification (da)":44.43,"MassiveScenarioClassification (da)":49.47,"NordicLangClassification":54.17,"ScalaDaClassification":""}
diff --git a/all_data_tasks/16/default.jsonl b/all_data_tasks/16/default.jsonl
index 8929e11f969d9b253436eb2f7b3241ff9a0cc8af..c34b286a0ea9e95339dde018b2c46fd6744ce4d6 100644
--- a/all_data_tasks/16/default.jsonl
+++ b/all_data_tasks/16/default.jsonl
@@ -83,7 +83,7 @@
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{"index":50,"Rank":86,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":51,"Rank":87,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":34.91,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.55,"MassiveScenarioClassification (fr)":63.02,"MTOPDomainClassification (fr)":86.19,"MTOPIntentClassification (fr)":66.75}
-{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":26.28,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.87,"MassiveScenarioClassification (fr)":45.61,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":26.28,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.87,"MassiveScenarioClassification (fr)":45.61,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":71,"Rank":89,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
diff --git a/all_data_tasks/17/default.jsonl b/all_data_tasks/17/default.jsonl
index 80ac64bfc7ff315babc849339b0b8c968a0a3632..000f131d68b2d16a3e4e1724b54b714b98022221 100644
--- a/all_data_tasks/17/default.jsonl
+++ b/all_data_tasks/17/default.jsonl
@@ -77,6 +77,7 @@
{"index":49,"Rank":83,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":50,"Rank":84,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":60,"Rank":86,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":70.48,"MasakhaNEWSClusteringS2S (fra)":69.48}
+{"index":65,"Rank":87,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":72,"Rank":89,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":73,"Rank":90,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":74,"Rank":91,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl
index 1df484380586e60e56fafbc1cd46fc655fc8b3b3..2b72ad04edc7a8e1b6cad9fedf27d14c64229577 100644
--- a/all_data_tasks/18/default.jsonl
+++ b/all_data_tasks/18/default.jsonl
@@ -78,6 +78,7 @@
{"index":49,"Rank":84,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":50,"Rank":85,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":51,"Rank":86,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
+{"index":65,"Rank":87,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":67,"Rank":88,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
diff --git a/all_data_tasks/19/default.jsonl b/all_data_tasks/19/default.jsonl
index 84c80fdd8d4ae13ce905dc347818cad88f2adee5..8d94fd2dfa08c2c2dfb5b05ebdbed89fc9170a6b 100644
--- a/all_data_tasks/19/default.jsonl
+++ b/all_data_tasks/19/default.jsonl
@@ -76,6 +76,7 @@
{"index":46,"Rank":82,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":49,"Rank":83,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":50,"Rank":84,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
+{"index":65,"Rank":86,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":67,"Rank":87,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":72,"Rank":89,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":73,"Rank":90,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
diff --git a/all_data_tasks/2/default.jsonl b/all_data_tasks/2/default.jsonl
index 4a669136ba82c6ec5479b1ea4fb01336eea25fdf..00535fe98012af6c769b6e54c83da3026a1909ef 100644
--- a/all_data_tasks/2/default.jsonl
+++ b/all_data_tasks/2/default.jsonl
@@ -1,306 +1,308 @@
{"index":6,"Rank":1,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":89.25,"SprintDuplicateQuestions":94.53,"TwitterSemEval2015":86.32,"TwitterURLCorpus":86.9}
-{"index":288,"Rank":2,"Model":"BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":88.84,"SprintDuplicateQuestions":96.54,"TwitterSemEval2015":82.39,"TwitterURLCorpus":87.6}
-{"index":235,"Rank":3,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.67,"SprintDuplicateQuestions":97.02,"TwitterSemEval2015":81.11,"TwitterURLCorpus":87.87}
-{"index":109,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.54,"SprintDuplicateQuestions":96.31,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.78}
-{"index":176,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.42,"SprintDuplicateQuestions":95.86,"TwitterSemEval2015":81.62,"TwitterURLCorpus":87.79}
-{"index":67,"Rank":6,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.35,"SprintDuplicateQuestions":96.11,"TwitterSemEval2015":81.52,"TwitterURLCorpus":87.42}
-{"index":247,"Rank":7,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":88.27,"SprintDuplicateQuestions":96.52,"TwitterSemEval2015":81.35,"TwitterURLCorpus":86.94}
-{"index":304,"Rank":8,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.19,"SprintDuplicateQuestions":95.25,"TwitterSemEval2015":81.41,"TwitterURLCorpus":87.92}
-{"index":24,"Rank":9,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.14,"SprintDuplicateQuestions":97.23,"TwitterSemEval2015":79.34,"TwitterURLCorpus":87.84}
-{"index":108,"Rank":10,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":88.07,"SprintDuplicateQuestions":97.62,"TwitterSemEval2015":78.57,"TwitterURLCorpus":88.03}
-{"index":157,"Rank":11,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":88.07,"SprintDuplicateQuestions":96.04,"TwitterSemEval2015":80.58,"TwitterURLCorpus":87.58}
-{"index":72,"Rank":12,"Model":"LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average":88.03,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":80.7,"TwitterURLCorpus":86.56}
-{"index":76,"Rank":13,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":87.99,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":80.6,"TwitterURLCorpus":86.56}
-{"index":74,"Rank":14,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":87.79,"SprintDuplicateQuestions":95.09,"TwitterSemEval2015":81.73,"TwitterURLCorpus":86.56}
-{"index":158,"Rank":15,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":87.74,"SprintDuplicateQuestions":95.59,"TwitterSemEval2015":80.18,"TwitterURLCorpus":87.46}
-{"index":1,"Rank":16,"Model":"text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":87.61,"SprintDuplicateQuestions":96.26,"TwitterSemEval2015":79.04,"TwitterURLCorpus":87.53}
-{"index":16,"Rank":17,"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":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
-{"index":15,"Rank":18,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":87.41,"SprintDuplicateQuestions":96.07,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
-{"index":203,"Rank":19,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
-{"index":110,"Rank":20,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
-{"index":198,"Rank":21,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
-{"index":48,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":87.29,"SprintDuplicateQuestions":93.35,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.43}
-{"index":0,"Rank":23,"Model":"text-embedding-004-256<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average":87.29,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.25,"TwitterURLCorpus":87.12}
-{"index":122,"Rank":24,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
-{"index":160,"Rank":25,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
-{"index":215,"Rank":26,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
-{"index":30,"Rank":27,"Model":"GritLM-7B-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":87.16,"SprintDuplicateQuestions":93.0,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.4}
-{"index":62,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
-{"index":249,"Rank":29,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":25,"Rank":30,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":248,"Rank":31,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":294,"Rank":32,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
-{"index":234,"Rank":33,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
-{"index":9,"Rank":34,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
-{"index":189,"Rank":35,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":86.85,"SprintDuplicateQuestions":96.79,"TwitterSemEval2015":78.23,"TwitterURLCorpus":85.53}
-{"index":220,"Rank":36,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":86.74,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":77.8,"TwitterURLCorpus":85.94}
-{"index":135,"Rank":37,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":86.7,"SprintDuplicateQuestions":96.54,"TwitterSemEval2015":77.6,"TwitterURLCorpus":85.96}
-{"index":170,"Rank":38,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
-{"index":289,"Rank":39,"Model":"BinGSE-Sheared-LLaMA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":86.61,"SprintDuplicateQuestions":95.98,"TwitterSemEval2015":77.13,"TwitterURLCorpus":86.71}
-{"index":8,"Rank":40,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
-{"index":23,"Rank":41,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":138,"Rank":42,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":171,"Rank":43,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
-{"index":133,"Rank":44,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":86.32,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":76.92,"TwitterURLCorpus":86.11}
-{"index":218,"Rank":45,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":86.24,"SprintDuplicateQuestions":96.38,"TwitterSemEval2015":76.41,"TwitterURLCorpus":85.93}
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+{"index":111,"Rank":268,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","SprintDuplicateQuestions":57.56,"TwitterSemEval2015":"","TwitterURLCorpus":""}
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+{"index":127,"Rank":271,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
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+{"index":129,"Rank":273,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
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+{"index":144,"Rank":275,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":145,"Rank":276,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":146,"Rank":277,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":148,"Rank":278,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":150,"Rank":279,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":151,"Rank":280,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":153,"Rank":281,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":154,"Rank":282,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":155,"Rank":283,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":157,"Rank":284,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":163,"Rank":285,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":164,"Rank":286,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":165,"Rank":287,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":166,"Rank":288,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":167,"Rank":289,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":184,"Rank":290,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":185,"Rank":291,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":205,"Rank":292,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":206,"Rank":293,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
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+{"index":210,"Rank":297,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":217,"Rank":298,"Model":"mxbai-embed-xsmall-v1<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":4096,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":218,"Rank":299,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":237,"Rank":300,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":238,"Rank":301,"Model":"arabic-english-sts-matryoshka<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":239,"Rank":302,"Model":"arabic-english-sts-matryoshka-v2.0<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":240,"Rank":303,"Model":"MiniCPM-Embedding<\/a>","Model Size (Million Parameters)":2725,"Memory Usage (GB, fp32)":10.15,"Embedding Dimensions":2304,"Max Tokens":2048,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":252,"Rank":305,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":253,"Rank":306,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":254,"Rank":307,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":255,"Rank":308,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":256,"Rank":309,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":257,"Rank":310,"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":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":258,"Rank":311,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":272,"Rank":312,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":279,"Rank":313,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":280,"Rank":314,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":283,"Rank":315,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":299,"Rank":316,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":306,"Rank":317,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":308,"Rank":318,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":309,"Rank":319,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":310,"Rank":320,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":311,"Rank":321,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
+{"index":312,"Rank":322,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","SprintDuplicateQuestions":"","TwitterSemEval2015":"","TwitterURLCorpus":""}
diff --git a/all_data_tasks/20/default.jsonl b/all_data_tasks/20/default.jsonl
index 0543bc95511c635aad4be788b50d9b0a189f929d..26b4c314f68dab852a954c83bec4d4485001a274 100644
--- a/all_data_tasks/20/default.jsonl
+++ b/all_data_tasks/20/default.jsonl
@@ -78,6 +78,7 @@
{"index":49,"Rank":83,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":50,"Rank":84,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":60,"Rank":86,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AlloprofRetrieval":52.12,"BSARDRetrieval":24.61,"MintakaRetrieval (fr)":33.49,"SyntecRetrieval":87.8,"XPQARetrieval (fr)":""}
+{"index":65,"Rank":87,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":72,"Rank":89,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":73,"Rank":90,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":74,"Rank":91,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
diff --git a/all_data_tasks/21/default.jsonl b/all_data_tasks/21/default.jsonl
index 47f34586aad8c5feb8148cfac79a5200973c0e9b..d168ab4d2ba49182adad646b323a81cf5e38dcae 100644
--- a/all_data_tasks/21/default.jsonl
+++ b/all_data_tasks/21/default.jsonl
@@ -82,7 +82,7 @@
{"index":49,"Rank":85,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS22 (fr)":"","STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":50,"Rank":86,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS22 (fr)":"","STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":51,"Rank":87,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS22 (fr)":55.04,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","STS22 (fr)":55.04,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":71,"Rank":89,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","STS22 (fr)":74.12,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","STS22 (fr)":77.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/all_data_tasks/22/default.jsonl b/all_data_tasks/22/default.jsonl
index 23397a15d76c3b38533ad6cb42bbcb3ba34e8b02..7cf5f55e58ff5fbfad9dbadd91a7a04ac7bdb1aa 100644
--- a/all_data_tasks/22/default.jsonl
+++ b/all_data_tasks/22/default.jsonl
@@ -78,6 +78,7 @@
{"index":46,"Rank":84,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
{"index":49,"Rank":85,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
{"index":50,"Rank":86,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
+{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"SummEvalFr":""}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEvalFr":""}
{"index":74,"Rank":92,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":""}
diff --git a/all_data_tasks/23/default.jsonl b/all_data_tasks/23/default.jsonl
index 4b2444cd0016d256cd4aa060cde938fda7b248e5..76fed54527622d92aeadb8ea8145bf64d0cfab10 100644
--- a/all_data_tasks/23/default.jsonl
+++ b/all_data_tasks/23/default.jsonl
@@ -36,7 +36,7 @@
{"index":29,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":65.85,"MassiveScenarioClassification (nb)":71.28,"NoRecClassification":57.06,"NordicLangClassification":76.57,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":31,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":32,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":37,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":38,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":45.45,"NordicLangClassification":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":39,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":37.73,"NordicLangClassification":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/all_data_tasks/26/default.jsonl b/all_data_tasks/26/default.jsonl
index dee8ff340a71f455e21dd8117deca1b61845e2dd..04e0d078ce3a8dab50a99651f052cfc30c43a027 100644
--- a/all_data_tasks/26/default.jsonl
+++ b/all_data_tasks/26/default.jsonl
@@ -52,7 +52,7 @@
{"index":29,"Rank":53,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":31.3,"MassiveScenarioClassification (pl)":33.75,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":38,"Rank":54,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.47,"MassiveScenarioClassification (pl)":45.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":39,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":41.63,"MassiveScenarioClassification (pl)":41.63,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.43,"MassiveScenarioClassification (pl)":39.48,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.43,"MassiveScenarioClassification (pl)":39.48,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":42,"Rank":57,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":43,"Rank":58,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":44,"Rank":59,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl
index 13c971e48c4f9bc6f0b2136475e969cca65187b9..15d9eb98420a02aa41d63938f9bdcd4bf2e72a86 100644
--- a/all_data_tasks/27/default.jsonl
+++ b/all_data_tasks/27/default.jsonl
@@ -39,6 +39,7 @@
{"index":34,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"8TagsClustering":""}
{"index":38,"Rank":51,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"8TagsClustering":""}
{"index":39,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"8TagsClustering":""}
+{"index":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"8TagsClustering":""}
{"index":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":""}
{"index":44,"Rank":56,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"8TagsClustering":""}
{"index":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":""}
diff --git a/all_data_tasks/28/default.jsonl b/all_data_tasks/28/default.jsonl
index 9380037765748d2b08652949b430d30d49c52d0e..496d161df89467d4559bf1412a524d3824cd751a 100644
--- a/all_data_tasks/28/default.jsonl
+++ b/all_data_tasks/28/default.jsonl
@@ -45,6 +45,7 @@
{"index":34,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CDSC-E":76.17,"PPC":"","PSC":99.31,"SICK-E-PL":79.69}
{"index":38,"Rank":51,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":39,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
+{"index":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":44,"Rank":56,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
diff --git a/all_data_tasks/29/default.jsonl b/all_data_tasks/29/default.jsonl
index affd657ded34638396d2e178eada304277d511d0..1d289b79cce230b4128bdf802a4c8ffba8e21b18 100644
--- a/all_data_tasks/29/default.jsonl
+++ b/all_data_tasks/29/default.jsonl
@@ -38,6 +38,7 @@
{"index":34,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna-PL":44.6,"DBPedia-PL":"","FiQA-PL":32.01,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":32.66,"NQ-PL":"","Quora-PL":"","SCIDOCS-PL":17.15,"SciFact-PL":63.31,"TRECCOVID-PL":62.03}
{"index":38,"Rank":51,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":39,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
+{"index":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":44,"Rank":56,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
diff --git a/all_data_tasks/3/default.jsonl b/all_data_tasks/3/default.jsonl
index bcb4f2b8d740331399440658ef5b15b5b0dd3170..3156bdb4e4d729443e332a94ebe7d6d6375d0a63 100644
--- a/all_data_tasks/3/default.jsonl
+++ b/all_data_tasks/3/default.jsonl
@@ -1,299 +1,301 @@
{"index":17,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
-{"index":157,"Rank":2,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":61.21,"AskUbuntuDupQuestions":67.33,"MindSmallReranking":33.05,"SciDocsRR":89.2,"StackOverflowDupQuestions":55.25}
-{"index":235,"Rank":3,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.65,"AskUbuntuDupQuestions":67.46,"MindSmallReranking":31.76,"SciDocsRR":87.59,"StackOverflowDupQuestions":55.79}
-{"index":109,"Rank":4,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.64,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":32.72,"SciDocsRR":86.58,"StackOverflowDupQuestions":55.68}
-{"index":234,"Rank":5,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.54,"AskUbuntuDupQuestions":67.5,"MindSmallReranking":30.82,"SciDocsRR":87.26,"StackOverflowDupQuestions":56.58}
-{"index":30,"Rank":6,"Model":"GritLM-7B-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.49,"AskUbuntuDupQuestions":67.34,"MindSmallReranking":31.81,"SciDocsRR":86.84,"StackOverflowDupQuestions":55.96}
-{"index":48,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":60.48,"AskUbuntuDupQuestions":67.37,"MindSmallReranking":31.81,"SciDocsRR":86.82,"StackOverflowDupQuestions":55.94}
-{"index":247,"Rank":8,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.46,"AskUbuntuDupQuestions":66.73,"MindSmallReranking":32.51,"SciDocsRR":87.03,"StackOverflowDupQuestions":55.55}
-{"index":67,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.29,"AskUbuntuDupQuestions":66.82,"MindSmallReranking":32.06,"SciDocsRR":86.4,"StackOverflowDupQuestions":55.89}
-{"index":176,"Rank":10,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.21,"AskUbuntuDupQuestions":66.98,"MindSmallReranking":32.59,"SciDocsRR":86.34,"StackOverflowDupQuestions":54.93}
-{"index":158,"Rank":11,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":60.16,"AskUbuntuDupQuestions":66.15,"MindSmallReranking":33.05,"SciDocsRR":88.44,"StackOverflowDupQuestions":52.99}
-{"index":108,"Rank":12,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.14,"AskUbuntuDupQuestions":66.71,"MindSmallReranking":31.26,"SciDocsRR":87.29,"StackOverflowDupQuestions":55.32}
-{"index":15,"Rank":13,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.13,"AskUbuntuDupQuestions":66.0,"MindSmallReranking":32.71,"SciDocsRR":87.89,"StackOverflowDupQuestions":53.93}
-{"index":160,"Rank":14,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.11,"AskUbuntuDupQuestions":65.16,"MindSmallReranking":32.54,"SciDocsRR":87.53,"StackOverflowDupQuestions":55.22}
-{"index":215,"Rank":15,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.11,"AskUbuntuDupQuestions":65.16,"MindSmallReranking":32.54,"SciDocsRR":87.53,"StackOverflowDupQuestions":55.22}
-{"index":6,"Rank":16,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":60.09,"AskUbuntuDupQuestions":64.92,"MindSmallReranking":30.97,"SciDocsRR":89.34,"StackOverflowDupQuestions":55.11}
-{"index":135,"Rank":17,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.05,"AskUbuntuDupQuestions":64.7,"MindSmallReranking":32.82,"SciDocsRR":87.8,"StackOverflowDupQuestions":54.88}
-{"index":203,"Rank":18,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
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+{"index":154,"Rank":268,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
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+{"index":163,"Rank":271,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":164,"Rank":272,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":165,"Rank":273,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":166,"Rank":274,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":167,"Rank":275,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":184,"Rank":276,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
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+{"index":205,"Rank":278,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":206,"Rank":279,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
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+{"index":208,"Rank":281,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":209,"Rank":282,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
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+{"index":217,"Rank":284,"Model":"mxbai-embed-xsmall-v1<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":4096,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":218,"Rank":285,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
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+{"index":257,"Rank":298,"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":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":258,"Rank":299,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":272,"Rank":300,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":279,"Rank":301,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":280,"Rank":302,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":282,"Rank":303,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":"","AskUbuntuDupQuestions":57.91,"MindSmallReranking":"","SciDocsRR":70.21,"StackOverflowDupQuestions":44.9}
+{"index":283,"Rank":304,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":284,"Rank":305,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":51.34,"MindSmallReranking":"","SciDocsRR":70.59,"StackOverflowDupQuestions":40.99}
+{"index":293,"Rank":308,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":294,"Rank":309,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":299,"Rank":310,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":304,"Rank":313,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AskUbuntuDupQuestions":60.76,"MindSmallReranking":"","SciDocsRR":84.34,"StackOverflowDupQuestions":51.68}
+{"index":306,"Rank":314,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":308,"Rank":315,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":309,"Rank":316,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":310,"Rank":317,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":311,"Rank":318,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":312,"Rank":319,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":"","MindSmallReranking":"","SciDocsRR":"","StackOverflowDupQuestions":""}
+{"index":314,"Rank":320,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":54.68,"MindSmallReranking":"","SciDocsRR":72.78,"StackOverflowDupQuestions":40.65}
+{"index":315,"Rank":321,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":55.09,"MindSmallReranking":"","SciDocsRR":70.93,"StackOverflowDupQuestions":42.42}
+{"index":316,"Rank":322,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average":"","AskUbuntuDupQuestions":53.56,"MindSmallReranking":"","SciDocsRR":68.7,"StackOverflowDupQuestions":39.41}
diff --git a/all_data_tasks/30/default.jsonl b/all_data_tasks/30/default.jsonl
index ef01683aefd18bb32d8ee1b5fd6231af3894f727..fa3e4a550e77782b203f6a86bca6e73e5efcdd0d 100644
--- a/all_data_tasks/30/default.jsonl
+++ b/all_data_tasks/30/default.jsonl
@@ -49,7 +49,7 @@
{"index":29,"Rank":53,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":32.74}
{"index":38,"Rank":54,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
{"index":39,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
-{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.39}
+{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.39}
{"index":42,"Rank":57,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
{"index":43,"Rank":58,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":22.74}
{"index":44,"Rank":59,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":29.86}
diff --git a/all_data_tasks/31/default.jsonl b/all_data_tasks/31/default.jsonl
index d446d83bf6f5e65784c37020a74f173f4eea4428..aaa7dbaa64802f31dee542db4d2444471b9b5ffb 100644
--- a/all_data_tasks/31/default.jsonl
+++ b/all_data_tasks/31/default.jsonl
@@ -45,7 +45,7 @@
{"index":31,"Rank":46,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":62.63,"MassiveScenarioClassification (ru)":67.96}
{"index":37,"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":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":52.99,"MassiveScenarioClassification (ru)":54.26}
{"index":38,"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":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":47.61,"MassiveScenarioClassification (ru)":49.94}
-{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
{"index":41,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":71.7,"MassiveScenarioClassification (ru)":75.14}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
diff --git a/all_data_tasks/32/default.jsonl b/all_data_tasks/32/default.jsonl
index 6cee6b30623c98e6c7e4b5df51b305f7fae10b48..5103bf870d7d5d4b2454feebc45b0d661c1f1013 100644
--- a/all_data_tasks/32/default.jsonl
+++ b/all_data_tasks/32/default.jsonl
@@ -40,6 +40,7 @@
{"index":24,"Rank":45,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":37,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":38,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":44,"Rank":53,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
diff --git a/all_data_tasks/33/default.jsonl b/all_data_tasks/33/default.jsonl
index b7fe36b4b3f837c3771023e61bf640a0ced0e964..b33397676ec517d78ea51f3ebe876d07b74666d1 100644
--- a/all_data_tasks/33/default.jsonl
+++ b/all_data_tasks/33/default.jsonl
@@ -40,6 +40,7 @@
{"index":24,"Rank":45,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":""}
{"index":37,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"TERRa":""}
{"index":38,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"TERRa":""}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"TERRa":""}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":""}
{"index":44,"Rank":53,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
diff --git a/all_data_tasks/34/default.jsonl b/all_data_tasks/34/default.jsonl
index 146fff5b806cba2b25752551c7023fe14cb4da13..0ce29346f979012f83670cca0875b29738d12cc7 100644
--- a/all_data_tasks/34/default.jsonl
+++ b/all_data_tasks/34/default.jsonl
@@ -34,6 +34,7 @@
{"index":30,"Rank":39,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":34.01,"MIRACLReranking (ru)":""}
{"index":37,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":38,"Rank":42,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
+{"index":40,"Rank":43,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":42,"Rank":45,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":43,"Rank":46,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":44,"Rank":47,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
diff --git a/all_data_tasks/35/default.jsonl b/all_data_tasks/35/default.jsonl
index 375a68445ee5dad796512367201d7378ccefca56..ae5c4c399fc172995650f3617f1e6bd0a1594d31 100644
--- a/all_data_tasks/35/default.jsonl
+++ b/all_data_tasks/35/default.jsonl
@@ -35,6 +35,7 @@
{"index":37,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":38,"Rank":42,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":39,"Rank":43,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
+{"index":40,"Rank":44,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":42,"Rank":46,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":43,"Rank":47,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":44,"Rank":48,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
diff --git a/all_data_tasks/36/default.jsonl b/all_data_tasks/36/default.jsonl
index 71a69e05fa409198b3d101cefa03082381d4fe3f..079e9be81eaa298613a8f24683fb7d129b20bcec 100644
--- a/all_data_tasks/36/default.jsonl
+++ b/all_data_tasks/36/default.jsonl
@@ -43,7 +43,7 @@
{"index":31,"Rank":46,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.57}
{"index":37,"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":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.14}
{"index":38,"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":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":28.77}
-{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.92}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.92}
{"index":41,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":59.9}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.93}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":41.06}
diff --git a/all_data_tasks/37/default.jsonl b/all_data_tasks/37/default.jsonl
index 305428e32feb4e174557a4cbd045a7d53ccb4f33..3c1e006ff7261f64c6504d55daef4db040b05642 100644
--- a/all_data_tasks/37/default.jsonl
+++ b/all_data_tasks/37/default.jsonl
@@ -40,6 +40,7 @@
{"index":24,"Rank":45,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":37,"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":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":38,"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":"","CEDRClassification":"","SensitiveTopicsClassification":""}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":44,"Rank":53,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
diff --git a/all_data_tasks/38/default.jsonl b/all_data_tasks/38/default.jsonl
index 4b2444cd0016d256cd4aa060cde938fda7b248e5..76fed54527622d92aeadb8ea8145bf64d0cfab10 100644
--- a/all_data_tasks/38/default.jsonl
+++ b/all_data_tasks/38/default.jsonl
@@ -36,7 +36,7 @@
{"index":29,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":65.85,"MassiveScenarioClassification (nb)":71.28,"NoRecClassification":57.06,"NordicLangClassification":76.57,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":31,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":32,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":37,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":38,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":45.45,"NordicLangClassification":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":39,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":37.73,"NordicLangClassification":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/all_data_tasks/39/default.jsonl b/all_data_tasks/39/default.jsonl
index 8c672260e7fbbe76a2ecdffb304aa31c78ded1c5..cdc69460f8a1da982f6c8a48f7b4e105a8853e27 100644
--- a/all_data_tasks/39/default.jsonl
+++ b/all_data_tasks/39/default.jsonl
@@ -126,7 +126,7 @@
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diff --git a/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index 977473a4471bb811f66f86e4fa28bc3b7d37316e..fb282639effc7b63c3311c1af60a96613ceca4e1 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -1,294 +1,296 @@
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{"index":17,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":60.25,"ArguAna":64.27,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":28.91,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":82.26}
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diff --git a/all_data_tasks/40/default.jsonl b/all_data_tasks/40/default.jsonl
index c7261123bba63b9354bd03569401b0e8a3c9a0b9..042277beb8d19176047a5ad7f5da01fec970fa6c 100644
--- a/all_data_tasks/40/default.jsonl
+++ b/all_data_tasks/40/default.jsonl
@@ -1,40 +1,40 @@
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@@ -165,140 +165,141 @@
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-{"index":227,"Rank":247,"Model":"Arabic-STS-Matryoshka<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","STS17 (ar-ar)":82.9,"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":232,"Rank":252,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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":233,"Rank":253,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"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":237,"Rank":254,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":238,"Rank":255,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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}
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diff --git a/all_data_tasks/5/default.jsonl b/all_data_tasks/5/default.jsonl
index 298caee2d43218b3e3fe0c13dccdc6356eb2d03b..c6fd781b13dd80e4772e68ca90d21bf8c6c4ab69 100644
--- a/all_data_tasks/5/default.jsonl
+++ b/all_data_tasks/5/default.jsonl
@@ -1,307 +1,308 @@
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diff --git a/all_data_tasks/6/default.jsonl b/all_data_tasks/6/default.jsonl
index a1321b365fc991895131e49178cbb06fe8fb0219..cb0e806461c278f1bd37220c521d9192c86d14de 100644
--- a/all_data_tasks/6/default.jsonl
+++ b/all_data_tasks/6/default.jsonl
@@ -1,293 +1,295 @@
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{"index":1,"Rank":4,"Model":"text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"SummEval":32.63}
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{"index":112,"Rank":6,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":32.47}
{"index":0,"Rank":7,"Model":"text-embedding-004-256<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"SummEval":32.36}
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{"index":100,"Rank":9,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"SummEval":32.17}
{"index":62,"Rank":10,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":32.12}
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{"index":122,"Rank":12,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":32.03}
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diff --git a/all_data_tasks/8/default.jsonl b/all_data_tasks/8/default.jsonl
index 81c48cb3db045897db56e4dffb97e257b17f352d..6c93103d0b9456f01b5b41df472083b2d544ceb6 100644
--- a/all_data_tasks/8/default.jsonl
+++ b/all_data_tasks/8/default.jsonl
@@ -1,81 +1,81 @@
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{"index":134,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"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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{"index":40,"Rank":7,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1792,"Max Tokens":512,"Average":74.3,"AmazonReviewsClassification (zh)":49.5,"IFlyTek":51.77,"JDReview":88.48,"MassiveIntentClassification (zh-CN)":76.96,"MassiveScenarioClassification (zh-CN)":84.64,"MultilingualSentiment":78.97,"OnlineShopping":94.56,"TNews":54.39,"Waimai":89.42}
{"index":55,"Rank":8,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.18,"AmazonReviewsClassification (zh)":49.67,"IFlyTek":52.64,"JDReview":87.6,"MassiveIntentClassification (zh-CN)":77.43,"MassiveScenarioClassification (zh-CN)":83.87,"MultilingualSentiment":78.48,"OnlineShopping":94.34,"TNews":54.37,"Waimai":89.23}
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{"index":34,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":74.11,"AmazonReviewsClassification (zh)":54.34,"IFlyTek":49.94,"JDReview":88.91,"MassiveIntentClassification (zh-CN)":78.19,"MassiveScenarioClassification (zh-CN)":82.58,"MultilingualSentiment":78.91,"OnlineShopping":94.59,"TNews":50.26,"Waimai":89.26}
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@@ -185,116 +185,117 @@
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+{"index":355,"Rank":356,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
diff --git a/all_data_tasks/9/default.jsonl b/all_data_tasks/9/default.jsonl
index 0dcf4c7553bfe4f3b86dc1e86f8da17b595c6dfd..01796c823eb75c08acd99798f0ab76d0f051b46e 100644
--- a/all_data_tasks/9/default.jsonl
+++ b/all_data_tasks/9/default.jsonl
@@ -1,75 +1,75 @@
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-{"index":311,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
+{"index":312,"Rank":2,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":66.64,"CLSClusteringP2P":57.39,"CLSClusteringS2S":54.11,"ThuNewsClusteringP2P":79.15,"ThuNewsClusteringS2S":75.9}
{"index":55,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
{"index":134,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
{"index":19,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
-{"index":229,"Rank":6,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":65.17,"CLSClusteringP2P":60.42,"CLSClusteringS2S":49.54,"ThuNewsClusteringP2P":78.76,"ThuNewsClusteringS2S":71.96}
-{"index":184,"Rank":7,"Model":"XYZ-embedding-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":63.33,"CLSClusteringP2P":57.24,"CLSClusteringS2S":48.42,"ThuNewsClusteringP2P":76.64,"ThuNewsClusteringS2S":71.03}
-{"index":194,"Rank":8,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":62.23,"CLSClusteringP2P":58.29,"CLSClusteringS2S":48.79,"ThuNewsClusteringP2P":72.48,"ThuNewsClusteringS2S":69.35}
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{"index":40,"Rank":10,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1792,"Max Tokens":512,"Average":61.98,"CLSClusteringP2P":56.35,"CLSClusteringS2S":48.49,"ThuNewsClusteringP2P":74.55,"ThuNewsClusteringS2S":68.55}
-{"index":235,"Rank":11,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.75,"CLSClusteringP2P":54.1,"CLSClusteringS2S":46.5,"ThuNewsClusteringP2P":75.41,"ThuNewsClusteringS2S":67.0}
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{"index":34,"Rank":12,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":59.3,"CLSClusteringP2P":54.65,"CLSClusteringS2S":63.68,"ThuNewsClusteringP2P":64.32,"ThuNewsClusteringS2S":54.57}
{"index":149,"Rank":13,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":1024,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
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{"index":117,"Rank":18,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
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{"index":14,"Rank":21,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1792,"Max Tokens":512,"Average":53.75,"CLSClusteringP2P":41.64,"CLSClusteringS2S":40.33,"ThuNewsClusteringP2P":69.28,"ThuNewsClusteringS2S":63.75}
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{"index":48,"Rank":25,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":1024,"Average":50.96,"CLSClusteringP2P":40.24,"CLSClusteringS2S":39.17,"ThuNewsClusteringP2P":65.58,"ThuNewsClusteringS2S":58.84}
{"index":66,"Rank":26,"Model":"KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":50.86,"CLSClusteringP2P":41.61,"CLSClusteringS2S":39.71,"ThuNewsClusteringP2P":62.93,"ThuNewsClusteringS2S":59.18}
{"index":49,"Rank":27,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Embedding Dimensions":768,"Max Tokens":1024,"Average":50.8,"CLSClusteringP2P":40.79,"CLSClusteringS2S":38.43,"ThuNewsClusteringP2P":65.15,"ThuNewsClusteringS2S":58.82}
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{"index":148,"Rank":29,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":50.22,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.79,"ThuNewsClusteringP2P":63.13,"ThuNewsClusteringS2S":58.98}
{"index":31,"Rank":30,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.01,"CLSClusteringP2P":41.23,"CLSClusteringS2S":40.04,"ThuNewsClusteringP2P":62.03,"ThuNewsClusteringS2S":56.75}
{"index":67,"Rank":31,"Model":"KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":49.88,"CLSClusteringP2P":42.64,"CLSClusteringS2S":39.14,"ThuNewsClusteringP2P":61.33,"ThuNewsClusteringS2S":56.42}
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@@ -179,119 +179,120 @@
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+{"index":353,"Rank":355,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
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diff --git a/boards_data/da/data_tasks/Classification/default.jsonl b/boards_data/da/data_tasks/Classification/default.jsonl
index 2f10eb81dabe5227744f2ee5506cefefa9b97838..7c22aa232e9fb0b4813520ef9d0962057c7bb8e0 100644
--- a/boards_data/da/data_tasks/Classification/default.jsonl
+++ b/boards_data/da/data_tasks/Classification/default.jsonl
@@ -36,7 +36,7 @@
{"index":29,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AngryTweetsClassification":59.53,"DKHateClassification":"","DanishPoliticalCommentsClassification":33.07,"LccSentimentClassification":60.27,"MassiveIntentClassification (da)":65.08,"MassiveScenarioClassification (da)":71.88,"NordicLangClassification":76.57,"ScalaDaClassification":""}
{"index":31,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":49.54,"MassiveScenarioClassification (da)":52.53,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":32,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":46.93,"MassiveScenarioClassification (da)":49.11,"NordicLangClassification":"","ScalaDaClassification":""}
-{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":43.94,"MassiveScenarioClassification (da)":44.0,"NordicLangClassification":"","ScalaDaClassification":""}
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{"index":37,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AngryTweetsClassification":"","DKHateClassification":"","DanishPoliticalCommentsClassification":"","LccSentimentClassification":"","MassiveIntentClassification (da)":69.46,"MassiveScenarioClassification (da)":75.06,"NordicLangClassification":"","ScalaDaClassification":""}
{"index":38,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AngryTweetsClassification":51.11,"DKHateClassification":"","DanishPoliticalCommentsClassification":38.34,"LccSentimentClassification":50.07,"MassiveIntentClassification (da)":58.25,"MassiveScenarioClassification (da)":65.24,"NordicLangClassification":35.39,"ScalaDaClassification":""}
{"index":39,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","AngryTweetsClassification":42.87,"DKHateClassification":"","DanishPoliticalCommentsClassification":27.07,"LccSentimentClassification":41.93,"MassiveIntentClassification (da)":44.43,"MassiveScenarioClassification (da)":49.47,"NordicLangClassification":54.17,"ScalaDaClassification":""}
diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index 8cdb949e3428dd74971844a3f33c13c2ab5ce72b..2642219cbd32182901d0e0ea21dd7379b1400821 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -1,307 +1,309 @@
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+{"index":236,"Rank":1,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":72.31,"Classification Average (12 datasets)":90.37,"Clustering Average (11 datasets)":58.46,"PairClassification Average (3 datasets)":88.67,"Reranking Average (4 datasets)":60.65,"Retrieval Average (15 datasets)":62.65,"STS Average (10 datasets)":84.31,"Summarization Average (1 datasets)":30.7}
{"index":24,"Rank":2,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":71.67,"Classification Average (12 datasets)":88.95,"Clustering Average (11 datasets)":57.89,"PairClassification Average (3 datasets)":88.14,"Reranking Average (4 datasets)":59.86,"Retrieval Average (15 datasets)":62.16,"STS Average (10 datasets)":84.24,"Summarization Average (1 datasets)":30.77}
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{"index":108,"Rank":4,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":70.31,"Classification Average (12 datasets)":89.05,"Clustering Average (11 datasets)":56.17,"PairClassification Average (3 datasets)":88.07,"Reranking Average (4 datasets)":60.14,"Retrieval Average (15 datasets)":60.18,"STS Average (10 datasets)":81.26,"Summarization Average (1 datasets)":30.71}
{"index":17,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (56 datasets)":70.24,"Classification Average (12 datasets)":86.58,"Clustering Average (11 datasets)":56.92,"PairClassification Average (3 datasets)":85.79,"Reranking Average (4 datasets)":61.42,"Retrieval Average (15 datasets)":60.25,"STS Average (10 datasets)":83.04,"Summarization Average (1 datasets)":31.35}
-{"index":158,"Rank":6,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average (56 datasets)":70.11,"Classification Average (12 datasets)":86.67,"Clustering Average (11 datasets)":56.7,"PairClassification Average (3 datasets)":87.74,"Reranking Average (4 datasets)":60.16,"Retrieval Average (15 datasets)":58.97,"STS Average (10 datasets)":84.22,"Summarization Average (1 datasets)":31.66}
+{"index":159,"Rank":6,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average (56 datasets)":70.11,"Classification Average (12 datasets)":86.67,"Clustering Average (11 datasets)":56.7,"PairClassification Average (3 datasets)":87.74,"Reranking Average (4 datasets)":60.16,"Retrieval Average (15 datasets)":58.97,"STS Average (10 datasets)":84.22,"Summarization Average (1 datasets)":31.66}
{"index":27,"Rank":7,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (56 datasets)":69.88,"Classification Average (12 datasets)":88.08,"Clustering Average (11 datasets)":54.65,"PairClassification Average (3 datasets)":85.84,"Reranking Average (4 datasets)":59.72,"Retrieval Average (15 datasets)":59.24,"STS Average (10 datasets)":83.88,"Summarization Average (1 datasets)":31.2}
-{"index":234,"Rank":8,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":69.32,"Classification Average (12 datasets)":87.35,"Clustering Average (11 datasets)":52.8,"PairClassification Average (3 datasets)":86.91,"Reranking Average (4 datasets)":60.54,"Retrieval Average (15 datasets)":59.36,"STS Average (10 datasets)":82.84,"Summarization Average (1 datasets)":31.2}
+{"index":235,"Rank":8,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":69.32,"Classification Average (12 datasets)":87.35,"Clustering Average (11 datasets)":52.8,"PairClassification Average (3 datasets)":86.91,"Reranking Average (4 datasets)":60.54,"Retrieval Average (15 datasets)":59.36,"STS Average (10 datasets)":82.84,"Summarization Average (1 datasets)":31.2}
{"index":6,"Rank":9,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":68.23,"Classification Average (12 datasets)":81.49,"Clustering Average (11 datasets)":53.35,"PairClassification Average (3 datasets)":89.25,"Reranking Average (4 datasets)":60.09,"Retrieval Average (15 datasets)":58.28,"STS Average (10 datasets)":84.31,"Summarization Average (1 datasets)":30.84}
{"index":67,"Rank":10,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":68.17,"Classification Average (12 datasets)":80.2,"Clustering Average (11 datasets)":51.42,"PairClassification Average (3 datasets)":88.35,"Reranking Average (4 datasets)":60.29,"Retrieval Average (15 datasets)":60.19,"STS Average (10 datasets)":84.97,"Summarization Average (1 datasets)":30.98}
{"index":109,"Rank":11,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.56,"Classification Average (12 datasets)":78.33,"Clustering Average (11 datasets)":51.67,"PairClassification Average (3 datasets)":88.54,"Reranking Average (4 datasets)":60.64,"Retrieval Average (15 datasets)":59.0,"STS Average (10 datasets)":85.05,"Summarization Average (1 datasets)":31.16}
-{"index":304,"Rank":12,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.55,"Classification Average (12 datasets)":78.77,"Clustering Average (11 datasets)":51.89,"PairClassification Average (3 datasets)":88.19,"Reranking Average (4 datasets)":59.02,"Retrieval Average (15 datasets)":59.5,"STS Average (10 datasets)":84.24,"Summarization Average (1 datasets)":31.42}
-{"index":15,"Rank":13,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.35,"Classification Average (12 datasets)":79.6,"Clustering Average (11 datasets)":55.83,"PairClassification Average (3 datasets)":87.41,"Reranking Average (4 datasets)":60.13,"Retrieval Average (15 datasets)":56.24,"STS Average (10 datasets)":82.42,"Summarization Average (1 datasets)":31.46}
-{"index":16,"Rank":14,"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 (56 datasets)":67.16,"Classification Average (12 datasets)":82.47,"Clustering Average (11 datasets)":48.75,"PairClassification Average (3 datasets)":87.51,"Reranking Average (4 datasets)":59.98,"Retrieval Average (15 datasets)":58.29,"STS Average (10 datasets)":82.73,"Summarization Average (1 datasets)":31.17}
-{"index":9,"Rank":15,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":67.13,"Classification Average (12 datasets)":79.25,"Clustering Average (11 datasets)":52.42,"PairClassification Average (3 datasets)":86.87,"Reranking Average (4 datasets)":58.24,"Retrieval Average (15 datasets)":56.6,"STS Average (10 datasets)":85.79,"Summarization Average (1 datasets)":31.01}
-{"index":48,"Rank":16,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (56 datasets)":66.58,"Classification Average (12 datasets)":78.65,"Clustering Average (11 datasets)":50.61,"PairClassification Average (3 datasets)":87.29,"Reranking Average (4 datasets)":60.48,"Retrieval Average (15 datasets)":57.36,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":30.39}
-{"index":176,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.4,"Classification Average (12 datasets)":77.37,"Clustering Average (11 datasets)":50.26,"PairClassification Average (3 datasets)":88.42,"Reranking Average (4 datasets)":60.21,"Retrieval Average (15 datasets)":56.87,"STS Average (10 datasets)":84.62,"Summarization Average (1 datasets)":31.53}
-{"index":1,"Rank":18,"Model":"text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":66.31,"Classification Average (12 datasets)":81.17,"Clustering Average (11 datasets)":47.48,"PairClassification Average (3 datasets)":87.61,"Reranking Average (4 datasets)":58.9,"Retrieval Average (15 datasets)":55.7,"STS Average (10 datasets)":85.07,"Summarization Average (1 datasets)":32.63}
-{"index":247,"Rank":19,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.96,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":47.86,"PairClassification Average (3 datasets)":88.27,"Reranking Average (4 datasets)":60.46,"Retrieval Average (15 datasets)":57.05,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.83}
-{"index":288,"Rank":20,"Model":"BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.72,"Classification Average (12 datasets)":76.05,"Clustering Average (11 datasets)":47.18,"PairClassification Average (3 datasets)":88.84,"Reranking Average (4 datasets)":59.28,"Retrieval Average (15 datasets)":57.38,"STS Average (10 datasets)":85.31,"Summarization Average (1 datasets)":31.19}
-{"index":49,"Rank":21,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":65.66,"Classification Average (12 datasets)":78.53,"Clustering Average (11 datasets)":50.14,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":59.8,"Retrieval Average (15 datasets)":55.09,"STS Average (10 datasets)":83.26,"Summarization Average (1 datasets)":29.82}
-{"index":132,"Rank":22,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":65.51,"Classification Average (12 datasets)":82.58,"Clustering Average (11 datasets)":45.21,"PairClassification Average (3 datasets)":84.01,"Reranking Average (4 datasets)":58.13,"Retrieval Average (15 datasets)":53.88,"STS Average (10 datasets)":85.81,"Summarization Average (1 datasets)":29.71}
-{"index":197,"Rank":23,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (56 datasets)":65.51,"Classification Average (12 datasets)":82.58,"Clustering Average (11 datasets)":45.21,"PairClassification Average (3 datasets)":84.01,"Reranking Average (4 datasets)":58.13,"Retrieval Average (15 datasets)":53.88,"STS Average (10 datasets)":85.81,"Summarization Average (1 datasets)":29.71}
-{"index":19,"Rank":24,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
-{"index":241,"Rank":25,"Model":"learning2_model<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
-{"index":74,"Rank":26,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":65.01,"Classification Average (12 datasets)":75.92,"Clustering Average (11 datasets)":46.45,"PairClassification Average (3 datasets)":87.79,"Reranking Average (4 datasets)":59.68,"Retrieval Average (15 datasets)":56.63,"STS Average (10 datasets)":83.58,"Summarization Average (1 datasets)":30.94}
-{"index":199,"Rank":27,"Model":"cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":65.0,"Classification Average (12 datasets)":81.71,"Clustering Average (11 datasets)":48.32,"PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":56.75,"Retrieval Average (15 datasets)":53.27,"STS Average (10 datasets)":81.63,"Summarization Average (1 datasets)":31.23}
-{"index":76,"Rank":28,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.8,"Classification Average (12 datasets)":76.63,"Clustering Average (11 datasets)":45.54,"PairClassification Average (3 datasets)":87.99,"Reranking Average (4 datasets)":58.42,"Retrieval Average (15 datasets)":55.99,"STS Average (10 datasets)":84.09,"Summarization Average (1 datasets)":29.96}
-{"index":50,"Rank":29,"Model":"KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":64.74,"Classification Average (12 datasets)":85.1,"Clustering Average (11 datasets)":45.46,"PairClassification Average (3 datasets)":83.92,"Reranking Average (4 datasets)":55.58,"Retrieval Average (15 datasets)":51.88,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":27.88}
-{"index":198,"Rank":30,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":77.43,"Clustering Average (11 datasets)":46.32,"PairClassification Average (3 datasets)":87.34,"Reranking Average (4 datasets)":58.14,"Retrieval Average (15 datasets)":55.52,"STS Average (10 datasets)":82.56,"Summarization Average (1 datasets)":30.73}
-{"index":215,"Rank":31,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":75.64,"Clustering Average (11 datasets)":46.71,"PairClassification Average (3 datasets)":87.2,"Reranking Average (4 datasets)":60.11,"Retrieval Average (15 datasets)":54.39,"STS Average (10 datasets)":85.0,"Summarization Average (1 datasets)":32.71}
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-{"index":30,"Rank":177,"Model":"GritLM-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)":79.46,"Clustering Average (11 datasets)":50.61,"PairClassification Average (3 datasets)":87.16,"Reranking Average (4 datasets)":60.49,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":30.37}
-{"index":31,"Rank":178,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":31.67,"PairClassification Average (3 datasets)":76.96,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":38,"Rank":181,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"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":39,"Rank":182,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"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":101,"Rank":217,"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)":28.79}
-{"index":102,"Rank":218,"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)":29.53}
-{"index":103,"Rank":219,"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":104,"Rank":220,"Model":"KartonBERT-USE-base-v1<\/a>","Model Size (Million Parameters)":104,"Memory Usage (GB, fp32)":0.39,"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":106,"Rank":222,"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}
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-{"index":111,"Rank":225,"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":112,"Rank":226,"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}
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-{"index":124,"Rank":228,"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":125,"Rank":229,"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":127,"Rank":230,"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":128,"Rank":231,"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)":""}
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-{"index":138,"Rank":233,"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":143,"Rank":236,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
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-{"index":148,"Rank":241,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":61.44,"Clustering Average (11 datasets)":37.92,"PairClassification Average (3 datasets)":82.11,"Reranking Average (4 datasets)":55.24,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"index":149,"Rank":242,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"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)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
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-{"index":151,"Rank":244,"Model":"embedder-100p<\/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)":66.95,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":81.03,"Reranking Average (4 datasets)":54.63,"Retrieval Average (15 datasets)":38.79,"STS Average (10 datasets)":80.17,"Summarization Average (1 datasets)":""}
-{"index":152,"Rank":245,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"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":240,"Rank":278,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
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-{"index":278,"Rank":294,"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":281,"Rank":296,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"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":287,"Rank":299,"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":290,"Rank":300,"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":291,"Rank":301,"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}
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diff --git a/boards_data/en/data_tasks/Classification/default.jsonl b/boards_data/en/data_tasks/Classification/default.jsonl
index 2963a491a51c8cfe7de61f31954a5cc742d954a4..fe1aeff7a2585e9dd4f0b480ffac181a2c0e1ba3 100644
--- a/boards_data/en/data_tasks/Classification/default.jsonl
+++ b/boards_data/en/data_tasks/Classification/default.jsonl
@@ -1,16 +1,16 @@
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{"index":1,"Rank":15,"Model":"text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
{"index":67,"Rank":16,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
@@ -18,290 +18,291 @@
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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 7d0d33697770920513511b5dcbe743822cea7e48..153a877e0cf2e616ca1b9c77078e7554a87cc8e5 100644
--- a/boards_data/en/data_tasks/Clustering/default.jsonl
+++ b/boards_data/en/data_tasks/Clustering/default.jsonl
@@ -1,301 +1,303 @@
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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 4a669136ba82c6ec5479b1ea4fb01336eea25fdf..00535fe98012af6c769b6e54c83da3026a1909ef 100644
--- a/boards_data/en/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/en/data_tasks/PairClassification/default.jsonl
@@ -1,306 +1,308 @@
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diff --git a/boards_data/en/data_tasks/Reranking/default.jsonl b/boards_data/en/data_tasks/Reranking/default.jsonl
index bcb4f2b8d740331399440658ef5b15b5b0dd3170..3156bdb4e4d729443e332a94ebe7d6d6375d0a63 100644
--- a/boards_data/en/data_tasks/Reranking/default.jsonl
+++ b/boards_data/en/data_tasks/Reranking/default.jsonl
@@ -1,299 +1,301 @@
{"index":17,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":61.42,"AskUbuntuDupQuestions":67.58,"MindSmallReranking":33.36,"SciDocsRR":89.09,"StackOverflowDupQuestions":55.66}
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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 977473a4471bb811f66f86e4fa28bc3b7d37316e..fb282639effc7b63c3311c1af60a96613ceca4e1 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -1,294 +1,296 @@
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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 298caee2d43218b3e3fe0c13dccdc6356eb2d03b..c6fd781b13dd80e4772e68ca90d21bf8c6c4ab69 100644
--- a/boards_data/en/data_tasks/STS/default.jsonl
+++ b/boards_data/en/data_tasks/STS/default.jsonl
@@ -1,307 +1,308 @@
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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 a1321b365fc991895131e49178cbb06fe8fb0219..cb0e806461c278f1bd37220c521d9192c86d14de 100644
--- a/boards_data/en/data_tasks/Summarization/default.jsonl
+++ b/boards_data/en/data_tasks/Summarization/default.jsonl
@@ -1,293 +1,295 @@
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+{"index":209,"Rank":277,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEval":""}
+{"index":210,"Rank":278,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"SummEval":""}
+{"index":217,"Rank":280,"Model":"mxbai-embed-xsmall-v1<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":4096,"SummEval":""}
+{"index":218,"Rank":281,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":237,"Rank":288,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"SummEval":""}
+{"index":238,"Rank":289,"Model":"arabic-english-sts-matryoshka<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEval":""}
+{"index":239,"Rank":290,"Model":"arabic-english-sts-matryoshka-v2.0<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEval":""}
+{"index":240,"Rank":291,"Model":"MiniCPM-Embedding<\/a>","Model Size (Million Parameters)":2725,"Memory Usage (GB, fp32)":10.15,"Embedding Dimensions":2304,"Max Tokens":2048,"SummEval":""}
+{"index":245,"Rank":292,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":246,"Rank":293,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":""}
+{"index":247,"Rank":294,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":252,"Rank":296,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":253,"Rank":297,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEval":""}
+{"index":254,"Rank":298,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEval":""}
+{"index":255,"Rank":299,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":256,"Rank":300,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"SummEval":""}
+{"index":257,"Rank":301,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":258,"Rank":302,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":266,"Rank":303,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"SummEval":""}
+{"index":272,"Rank":304,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"SummEval":""}
+{"index":279,"Rank":305,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"SummEval":""}
+{"index":280,"Rank":306,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"SummEval":""}
+{"index":283,"Rank":307,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"SummEval":""}
+{"index":284,"Rank":308,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"SummEval":""}
+{"index":288,"Rank":309,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"SummEval":""}
+{"index":299,"Rank":310,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"SummEval":""}
+{"index":306,"Rank":314,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"SummEval":""}
+{"index":308,"Rank":315,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"SummEval":""}
+{"index":309,"Rank":316,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"SummEval":""}
+{"index":310,"Rank":317,"Model":"text-search-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"SummEval":""}
+{"index":311,"Rank":318,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"SummEval":""}
+{"index":312,"Rank":319,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"SummEval":""}
+{"index":314,"Rank":320,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"SummEval":""}
+{"index":315,"Rank":321,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"SummEval":""}
+{"index":316,"Rank":322,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"SummEval":""}
diff --git a/boards_data/fr/data_overall/default.jsonl b/boards_data/fr/data_overall/default.jsonl
index 792b6ba11722186b5331ca93504b75a9f99c97fa..cc1a8703d6e099c520bf4707f38b011ac44004bc 100644
--- a/boards_data/fr/data_overall/default.jsonl
+++ b/boards_data/fr/data_overall/default.jsonl
@@ -76,6 +76,7 @@
{"index":49,"Rank":81,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"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":50,"Rank":82,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"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":60,"Rank":84,"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 (6 datasets)":69.32,"Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":77.24,"Reranking Average (2 datasets)":82.32,"Retrieval Average (5 datasets)":"","STS Average (3 datasets)":82.46,"Summarization Average (1 datasets)":31.72}
+{"index":65,"Rank":85,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"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":67,"Rank":86,"Model":"sentence_croissant_alpha_v0.1<\/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)":68.48,"Clustering Average (7 datasets)":41.33,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":41.15,"STS Average (3 datasets)":72.28,"Summarization Average (1 datasets)":30.28}
{"index":72,"Rank":88,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"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":73,"Rank":89,"Model":"FAE-v1<\/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)":""}
diff --git a/boards_data/fr/data_tasks/Classification/default.jsonl b/boards_data/fr/data_tasks/Classification/default.jsonl
index 8929e11f969d9b253436eb2f7b3241ff9a0cc8af..c34b286a0ea9e95339dde018b2c46fd6744ce4d6 100644
--- a/boards_data/fr/data_tasks/Classification/default.jsonl
+++ b/boards_data/fr/data_tasks/Classification/default.jsonl
@@ -83,7 +83,7 @@
{"index":49,"Rank":85,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":50,"Rank":86,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":51,"Rank":87,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":34.91,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":58.55,"MassiveScenarioClassification (fr)":63.02,"MTOPDomainClassification (fr)":86.19,"MTOPIntentClassification (fr)":66.75}
-{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":26.28,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.87,"MassiveScenarioClassification (fr)":45.61,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
+{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":26.28,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":43.87,"MassiveScenarioClassification (fr)":45.61,"MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":71,"Rank":89,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AmazonReviewsClassification (fr)":41.89,"MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":69.34,"MassiveScenarioClassification (fr)":73.87,"MTOPDomainClassification (fr)":89.0,"MTOPIntentClassification (fr)":70.56}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonReviewsClassification (fr)":"","MasakhaNEWSClassification (fra)":"","MassiveIntentClassification (fr)":"","MassiveScenarioClassification (fr)":"","MTOPDomainClassification (fr)":"","MTOPIntentClassification (fr)":""}
diff --git a/boards_data/fr/data_tasks/Clustering/default.jsonl b/boards_data/fr/data_tasks/Clustering/default.jsonl
index 80ac64bfc7ff315babc849339b0b8c968a0a3632..000f131d68b2d16a3e4e1724b54b714b98022221 100644
--- a/boards_data/fr/data_tasks/Clustering/default.jsonl
+++ b/boards_data/fr/data_tasks/Clustering/default.jsonl
@@ -77,6 +77,7 @@
{"index":49,"Rank":83,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":50,"Rank":84,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":60,"Rank":86,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":70.48,"MasakhaNEWSClusteringS2S (fra)":69.48}
+{"index":65,"Rank":87,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":72,"Rank":89,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":73,"Rank":90,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
{"index":74,"Rank":91,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloProfClusteringP2P":"","AlloProfClusteringS2S":"","HALClusteringS2S":"","MLSUMClusteringP2P (fr)":"","MLSUMClusteringS2S (fr)":"","MasakhaNEWSClusteringP2P (fra)":"","MasakhaNEWSClusteringS2S (fra)":""}
diff --git a/boards_data/fr/data_tasks/PairClassification/default.jsonl b/boards_data/fr/data_tasks/PairClassification/default.jsonl
index 1df484380586e60e56fafbc1cd46fc655fc8b3b3..2b72ad04edc7a8e1b6cad9fedf27d14c64229577 100644
--- a/boards_data/fr/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl
@@ -78,6 +78,7 @@
{"index":49,"Rank":84,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":50,"Rank":85,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":51,"Rank":86,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":71.36}
+{"index":65,"Rank":87,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":67,"Rank":88,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":66.96}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","OpusparcusPC (fr)":"","PawsXPairClassification (fr)":""}
diff --git a/boards_data/fr/data_tasks/Reranking/default.jsonl b/boards_data/fr/data_tasks/Reranking/default.jsonl
index 84c80fdd8d4ae13ce905dc347818cad88f2adee5..8d94fd2dfa08c2c2dfb5b05ebdbed89fc9170a6b 100644
--- a/boards_data/fr/data_tasks/Reranking/default.jsonl
+++ b/boards_data/fr/data_tasks/Reranking/default.jsonl
@@ -76,6 +76,7 @@
{"index":46,"Rank":82,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":49,"Rank":83,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":50,"Rank":84,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
+{"index":65,"Rank":86,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":67,"Rank":87,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":72,"Rank":89,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloprofReranking":"","SyntecReranking":""}
{"index":73,"Rank":90,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloprofReranking":"","SyntecReranking":""}
diff --git a/boards_data/fr/data_tasks/Retrieval/default.jsonl b/boards_data/fr/data_tasks/Retrieval/default.jsonl
index 0543bc95511c635aad4be788b50d9b0a189f929d..26b4c314f68dab852a954c83bec4d4485001a274 100644
--- a/boards_data/fr/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/fr/data_tasks/Retrieval/default.jsonl
@@ -78,6 +78,7 @@
{"index":49,"Rank":83,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":50,"Rank":84,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":60,"Rank":86,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","AlloprofRetrieval":52.12,"BSARDRetrieval":24.61,"MintakaRetrieval (fr)":33.49,"SyntecRetrieval":87.8,"XPQARetrieval (fr)":""}
+{"index":65,"Rank":87,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":72,"Rank":89,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":73,"Rank":90,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
{"index":74,"Rank":91,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AlloprofRetrieval":"","BSARDRetrieval":"","MintakaRetrieval (fr)":"","SyntecRetrieval":"","XPQARetrieval (fr)":""}
diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl
index 47f34586aad8c5feb8148cfac79a5200973c0e9b..d168ab4d2ba49182adad646b323a81cf5e38dcae 100644
--- a/boards_data/fr/data_tasks/STS/default.jsonl
+++ b/boards_data/fr/data_tasks/STS/default.jsonl
@@ -82,7 +82,7 @@
{"index":49,"Rank":85,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS22 (fr)":"","STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":50,"Rank":86,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS22 (fr)":"","STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":51,"Rank":87,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS22 (fr)":61.72,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
-{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS22 (fr)":55.04,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
+{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","STS22 (fr)":55.04,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":71,"Rank":89,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","STS22 (fr)":74.12,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","STS22 (fr)":77.79,"STSBenchmarkMultilingualSTS (fr)":"","SICKFr":""}
diff --git a/boards_data/fr/data_tasks/Summarization/default.jsonl b/boards_data/fr/data_tasks/Summarization/default.jsonl
index 23397a15d76c3b38533ad6cb42bbcb3ba34e8b02..7cf5f55e58ff5fbfad9dbadd91a7a04ac7bdb1aa 100644
--- a/boards_data/fr/data_tasks/Summarization/default.jsonl
+++ b/boards_data/fr/data_tasks/Summarization/default.jsonl
@@ -78,6 +78,7 @@
{"index":46,"Rank":84,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
{"index":49,"Rank":85,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
{"index":50,"Rank":86,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"SummEvalFr":""}
+{"index":65,"Rank":88,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"SummEvalFr":""}
{"index":72,"Rank":90,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":""}
{"index":73,"Rank":91,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEvalFr":""}
{"index":74,"Rank":92,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"SummEvalFr":""}
diff --git a/boards_data/no/data_tasks/Classification/default.jsonl b/boards_data/no/data_tasks/Classification/default.jsonl
index 4b2444cd0016d256cd4aa060cde938fda7b248e5..76fed54527622d92aeadb8ea8145bf64d0cfab10 100644
--- a/boards_data/no/data_tasks/Classification/default.jsonl
+++ b/boards_data/no/data_tasks/Classification/default.jsonl
@@ -36,7 +36,7 @@
{"index":29,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":65.85,"MassiveScenarioClassification (nb)":71.28,"NoRecClassification":57.06,"NordicLangClassification":76.57,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":31,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":32,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":37,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":38,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":45.45,"NordicLangClassification":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":39,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":37.73,"NordicLangClassification":54.17,"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 8c672260e7fbbe76a2ecdffb304aa31c78ded1c5..cdc69460f8a1da982f6c8a48f7b4e105a8853e27 100644
--- a/boards_data/other-cls/data_tasks/Classification/default.jsonl
+++ b/boards_data/other-cls/data_tasks/Classification/default.jsonl
@@ -126,7 +126,7 @@
{"index":109,"Rank":126,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.72,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""}
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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 c7261123bba63b9354bd03569401b0e8a3c9a0b9..042277beb8d19176047a5ad7f5da01fec970fa6c 100644
--- a/boards_data/other-sts/data_tasks/STS/default.jsonl
+++ b/boards_data/other-sts/data_tasks/STS/default.jsonl
@@ -1,40 +1,40 @@
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{"index":21,"Rank":2,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46}
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@@ -165,140 +165,141 @@
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-{"index":280,"Rank":282,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"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":287,"Rank":289,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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}
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+{"index":279,"Rank":281,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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}
+{"index":280,"Rank":282,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":79.93}
+{"index":281,"Rank":283,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"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}
+{"index":282,"Rank":284,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"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)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24}
+{"index":283,"Rank":285,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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":88.77}
+{"index":284,"Rank":286,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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":285,"Rank":287,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"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}
+{"index":286,"Rank":288,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":84.84}
+{"index":287,"Rank":289,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"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":288,"Rank":290,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":290,"Rank":291,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":291,"Rank":292,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":292,"Rank":293,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":293,"Rank":294,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"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":294,"Rank":295,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"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":295,"Rank":296,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":296,"Rank":297,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"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":297,"Rank":298,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"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":298,"Rank":299,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"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":299,"Rank":300,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"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":300,"Rank":301,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"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":301,"Rank":302,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"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":302,"Rank":303,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"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":303,"Rank":304,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"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":304,"Rank":305,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"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 9fb32be2d843754e8e1093e351631b4b20e2c032..f3bf2de523cde54ad82089734b192beeca0497c9 100644
--- a/boards_data/pl/data_overall/default.jsonl
+++ b/boards_data/pl/data_overall/default.jsonl
@@ -40,6 +40,7 @@
{"index":34,"Rank":50,"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)":67.02,"Clustering Average (1 datasets)":"","PairClassification Average (4 datasets)":"","Retrieval Average (11 datasets)":"","STS Average (3 datasets)":70.31}
{"index":38,"Rank":51,"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":39,"Rank":52,"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":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"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":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"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":44,"Rank":56,"Model":"FAE-v1<\/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":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"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)":""}
diff --git a/boards_data/pl/data_tasks/Classification/default.jsonl b/boards_data/pl/data_tasks/Classification/default.jsonl
index dee8ff340a71f455e21dd8117deca1b61845e2dd..04e0d078ce3a8dab50a99651f052cfc30c43a027 100644
--- a/boards_data/pl/data_tasks/Classification/default.jsonl
+++ b/boards_data/pl/data_tasks/Classification/default.jsonl
@@ -52,7 +52,7 @@
{"index":29,"Rank":53,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":31.3,"MassiveScenarioClassification (pl)":33.75,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":38,"Rank":54,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":44.47,"MassiveScenarioClassification (pl)":45.6,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":39,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":41.63,"MassiveScenarioClassification (pl)":41.63,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
-{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.43,"MassiveScenarioClassification (pl)":39.48,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
+{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":42.43,"MassiveScenarioClassification (pl)":39.48,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":42,"Rank":57,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":71.55,"MassiveScenarioClassification (pl)":74.13,"PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":43,"Rank":58,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","PAC":"","PolEmo2.0-IN":"","PolEmo2.0-OUT":""}
{"index":44,"Rank":59,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AllegroReviews":"","CBD":"","MassiveIntentClassification (pl)":"","MassiveScenarioClassification (pl)":"","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 13c971e48c4f9bc6f0b2136475e969cca65187b9..15d9eb98420a02aa41d63938f9bdcd4bf2e72a86 100644
--- a/boards_data/pl/data_tasks/Clustering/default.jsonl
+++ b/boards_data/pl/data_tasks/Clustering/default.jsonl
@@ -39,6 +39,7 @@
{"index":34,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"8TagsClustering":""}
{"index":38,"Rank":51,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"8TagsClustering":""}
{"index":39,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"8TagsClustering":""}
+{"index":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"8TagsClustering":""}
{"index":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":""}
{"index":44,"Rank":56,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"8TagsClustering":""}
{"index":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"8TagsClustering":""}
diff --git a/boards_data/pl/data_tasks/PairClassification/default.jsonl b/boards_data/pl/data_tasks/PairClassification/default.jsonl
index 9380037765748d2b08652949b430d30d49c52d0e..496d161df89467d4559bf1412a524d3824cd751a 100644
--- a/boards_data/pl/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/pl/data_tasks/PairClassification/default.jsonl
@@ -45,6 +45,7 @@
{"index":34,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","CDSC-E":76.17,"PPC":"","PSC":99.31,"SICK-E-PL":79.69}
{"index":38,"Rank":51,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":39,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
+{"index":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":44,"Rank":56,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
{"index":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CDSC-E":"","PPC":"","PSC":"","SICK-E-PL":""}
diff --git a/boards_data/pl/data_tasks/Retrieval/default.jsonl b/boards_data/pl/data_tasks/Retrieval/default.jsonl
index affd657ded34638396d2e178eada304277d511d0..1d289b79cce230b4128bdf802a4c8ffba8e21b18 100644
--- a/boards_data/pl/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/pl/data_tasks/Retrieval/default.jsonl
@@ -38,6 +38,7 @@
{"index":34,"Rank":50,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","ArguAna-PL":44.6,"DBPedia-PL":"","FiQA-PL":32.01,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":32.66,"NQ-PL":"","Quora-PL":"","SCIDOCS-PL":17.15,"SciFact-PL":63.31,"TRECCOVID-PL":62.03}
{"index":38,"Rank":51,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":39,"Rank":52,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
+{"index":41,"Rank":53,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":43,"Rank":55,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":44,"Rank":56,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
{"index":45,"Rank":57,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":"","TRECCOVID-PL":""}
diff --git a/boards_data/pl/data_tasks/STS/default.jsonl b/boards_data/pl/data_tasks/STS/default.jsonl
index ef01683aefd18bb32d8ee1b5fd6231af3894f727..fa3e4a550e77782b203f6a86bca6e73e5efcdd0d 100644
--- a/boards_data/pl/data_tasks/STS/default.jsonl
+++ b/boards_data/pl/data_tasks/STS/default.jsonl
@@ -49,7 +49,7 @@
{"index":29,"Rank":53,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":32.74}
{"index":38,"Rank":54,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":27.98}
{"index":39,"Rank":55,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":15.06}
-{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.39}
+{"index":41,"Rank":56,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":12.39}
{"index":42,"Rank":57,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":34.68}
{"index":43,"Rank":58,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":22.74}
{"index":44,"Rank":59,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CDSC-R":"","SICK-R-PL":"","STS22 (pl)":29.86}
diff --git a/boards_data/ru/data_overall/default.jsonl b/boards_data/ru/data_overall/default.jsonl
index 330a038238413bd5d86d483296a39ec5f55de602..fa641b15ef869175d8358a11177228f20edc7ac1 100644
--- a/boards_data/ru/data_overall/default.jsonl
+++ b/boards_data/ru/data_overall/default.jsonl
@@ -34,6 +34,7 @@
{"index":37,"Rank":40,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
{"index":38,"Rank":41,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
{"index":39,"Rank":42,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (23 datasets)":"","Classification Average (9 datasets)":64.41,"Clustering Average (3 datasets)":60.8,"PairClassification Average (1 datasets)":58.73,"Reranking Average (2 datasets)":53.82,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":76.03,"MultilabelClassification Average (2 datasets)":38.97}
+{"index":40,"Rank":43,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
{"index":42,"Rank":45,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
{"index":43,"Rank":46,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
{"index":44,"Rank":47,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
diff --git a/boards_data/ru/data_tasks/Classification/default.jsonl b/boards_data/ru/data_tasks/Classification/default.jsonl
index d446d83bf6f5e65784c37020a74f173f4eea4428..aaa7dbaa64802f31dee542db4d2444471b9b5ffb 100644
--- a/boards_data/ru/data_tasks/Classification/default.jsonl
+++ b/boards_data/ru/data_tasks/Classification/default.jsonl
@@ -45,7 +45,7 @@
{"index":31,"Rank":46,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":62.63,"MassiveScenarioClassification (ru)":67.96}
{"index":37,"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":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":52.99,"MassiveScenarioClassification (ru)":54.26}
{"index":38,"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":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":47.61,"MassiveScenarioClassification (ru)":49.94}
-{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
{"index":41,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":71.7,"MassiveScenarioClassification (ru)":75.14}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
diff --git a/boards_data/ru/data_tasks/Clustering/default.jsonl b/boards_data/ru/data_tasks/Clustering/default.jsonl
index 6cee6b30623c98e6c7e4b5df51b305f7fae10b48..5103bf870d7d5d4b2454feebc45b0d661c1f1013 100644
--- a/boards_data/ru/data_tasks/Clustering/default.jsonl
+++ b/boards_data/ru/data_tasks/Clustering/default.jsonl
@@ -40,6 +40,7 @@
{"index":24,"Rank":45,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":37,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":38,"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":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
{"index":44,"Rank":53,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
diff --git a/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl b/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl
index 305428e32feb4e174557a4cbd045a7d53ccb4f33..3c1e006ff7261f64c6504d55daef4db040b05642 100644
--- a/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl
+++ b/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl
@@ -40,6 +40,7 @@
{"index":24,"Rank":45,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":37,"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":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":38,"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":"","CEDRClassification":"","SensitiveTopicsClassification":""}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
{"index":44,"Rank":53,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
diff --git a/boards_data/ru/data_tasks/PairClassification/default.jsonl b/boards_data/ru/data_tasks/PairClassification/default.jsonl
index b7fe36b4b3f837c3771023e61bf640a0ced0e964..b33397676ec517d78ea51f3ebe876d07b74666d1 100644
--- a/boards_data/ru/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/ru/data_tasks/PairClassification/default.jsonl
@@ -40,6 +40,7 @@
{"index":24,"Rank":45,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":""}
{"index":37,"Rank":47,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"TERRa":""}
{"index":38,"Rank":48,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"TERRa":""}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"TERRa":""}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":""}
{"index":44,"Rank":53,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
diff --git a/boards_data/ru/data_tasks/Reranking/default.jsonl b/boards_data/ru/data_tasks/Reranking/default.jsonl
index 146fff5b806cba2b25752551c7023fe14cb4da13..0ce29346f979012f83670cca0875b29738d12cc7 100644
--- a/boards_data/ru/data_tasks/Reranking/default.jsonl
+++ b/boards_data/ru/data_tasks/Reranking/default.jsonl
@@ -34,6 +34,7 @@
{"index":30,"Rank":39,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":34.01,"MIRACLReranking (ru)":""}
{"index":37,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":38,"Rank":42,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
+{"index":40,"Rank":43,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":42,"Rank":45,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":43,"Rank":46,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
{"index":44,"Rank":47,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
diff --git a/boards_data/ru/data_tasks/Retrieval/default.jsonl b/boards_data/ru/data_tasks/Retrieval/default.jsonl
index 375a68445ee5dad796512367201d7378ccefca56..ae5c4c399fc172995650f3617f1e6bd0a1594d31 100644
--- a/boards_data/ru/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/ru/data_tasks/Retrieval/default.jsonl
@@ -35,6 +35,7 @@
{"index":37,"Rank":41,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":38,"Rank":42,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":39,"Rank":43,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
+{"index":40,"Rank":44,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":42,"Rank":46,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":43,"Rank":47,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
{"index":44,"Rank":48,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
diff --git a/boards_data/ru/data_tasks/STS/default.jsonl b/boards_data/ru/data_tasks/STS/default.jsonl
index 71a69e05fa409198b3d101cefa03082381d4fe3f..079e9be81eaa298613a8f24683fb7d129b20bcec 100644
--- a/boards_data/ru/data_tasks/STS/default.jsonl
+++ b/boards_data/ru/data_tasks/STS/default.jsonl
@@ -43,7 +43,7 @@
{"index":31,"Rank":46,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.57}
{"index":37,"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":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.14}
{"index":38,"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":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":28.77}
-{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.92}
+{"index":40,"Rank":49,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.92}
{"index":41,"Rank":50,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":59.9}
{"index":42,"Rank":51,"Model":"FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.93}
{"index":43,"Rank":52,"Model":"FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":41.06}
diff --git a/boards_data/se/data_tasks/Classification/default.jsonl b/boards_data/se/data_tasks/Classification/default.jsonl
index 4b2444cd0016d256cd4aa060cde938fda7b248e5..76fed54527622d92aeadb8ea8145bf64d0cfab10 100644
--- a/boards_data/se/data_tasks/Classification/default.jsonl
+++ b/boards_data/se/data_tasks/Classification/default.jsonl
@@ -36,7 +36,7 @@
{"index":29,"Rank":36,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":"","MassiveIntentClassification (nb)":65.85,"MassiveScenarioClassification (nb)":71.28,"NoRecClassification":57.06,"NordicLangClassification":76.57,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":31,"Rank":37,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":32,"Rank":38,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
-{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
+{"index":36,"Rank":39,"Model":"ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":40.4,"MassiveScenarioClassification (nb)":39.53,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":37,"Rank":40,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""}
{"index":38,"Rank":41,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":45.45,"NordicLangClassification":35.39,"NorwegianParliament":"","ScalaNbClassification":""}
{"index":39,"Rank":42,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":37.73,"NordicLangClassification":54.17,"NorwegianParliament":"","ScalaNbClassification":""}
diff --git a/boards_data/zh/data_overall/default.jsonl b/boards_data/zh/data_overall/default.jsonl
index c18e3f59b69b0f06de7f223c5177c5ec79672b4c..31a6c83e27ba0f9f357d9e5ede518fdc9bb05728 100644
--- a/boards_data/zh/data_overall/default.jsonl
+++ b/boards_data/zh/data_overall/default.jsonl
@@ -1,41 +1,41 @@
{"index":134,"Rank":1,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.62,"Classification Average (9 datasets)":75.03,"Clustering Average (4 datasets)":66.33,"PairClassification Average (2 datasets)":91.66,"Reranking Average (4 datasets)":72.76,"Retrieval Average (8 datasets)":76.67,"STS Average (8 datasets)":64.18}
-{"index":229,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.43,"Classification Average (9 datasets)":74.67,"Clustering Average (4 datasets)":65.17,"PairClassification Average (2 datasets)":91.87,"Reranking Average (4 datasets)":72.58,"Retrieval Average (8 datasets)":76.5,"STS Average (8 datasets)":64.53}
+{"index":230,"Rank":2,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":72.43,"Classification Average (9 datasets)":74.67,"Clustering Average (4 datasets)":65.17,"PairClassification Average (2 datasets)":91.87,"Reranking Average (4 datasets)":72.58,"Retrieval Average (8 datasets)":76.5,"STS Average (8 datasets)":64.53}
{"index":19,"Rank":3,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (35 datasets)":72.05,"Classification Average (9 datasets)":75.09,"Clustering Average (4 datasets)":66.06,"PairClassification Average (2 datasets)":87.48,"Reranking Average (4 datasets)":68.92,"Retrieval Average (8 datasets)":76.03,"STS Average (8 datasets)":65.33}
-{"index":194,"Rank":4,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":71.88,"Classification Average (9 datasets)":74.43,"Clustering Average (4 datasets)":62.23,"PairClassification Average (2 datasets)":91.55,"Reranking Average (4 datasets)":72.34,"Retrieval Average (8 datasets)":76.36,"STS Average (8 datasets)":64.22}
-{"index":184,"Rank":5,"Model":"XYZ-embedding-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.53,"Classification Average (9 datasets)":74.47,"Clustering Average (4 datasets)":63.33,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":71.46,"Retrieval Average (8 datasets)":77.23,"STS Average (8 datasets)":62.55}
+{"index":195,"Rank":4,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":71.88,"Classification Average (9 datasets)":74.43,"Clustering Average (4 datasets)":62.23,"PairClassification Average (2 datasets)":91.55,"Reranking Average (4 datasets)":72.34,"Retrieval Average (8 datasets)":76.36,"STS Average (8 datasets)":64.22}
+{"index":185,"Rank":5,"Model":"XYZ-embedding-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.53,"Classification Average (9 datasets)":74.47,"Clustering Average (4 datasets)":63.33,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":71.46,"Retrieval Average (8 datasets)":77.23,"STS Average (8 datasets)":62.55}
{"index":55,"Rank":6,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":71.04,"Classification Average (9 datasets)":74.18,"Clustering Average (4 datasets)":66.35,"PairClassification Average (2 datasets)":90.87,"Reranking Average (4 datasets)":69.3,"Retrieval Average (8 datasets)":73.56,"STS Average (8 datasets)":63.23}
-{"index":286,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.95,"Classification Average (9 datasets)":74.59,"Clustering Average (4 datasets)":62.17,"PairClassification Average (2 datasets)":90.24,"Reranking Average (4 datasets)":70.0,"Retrieval Average (8 datasets)":74.36,"STS Average (8 datasets)":63.5}
-{"index":311,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.85,"Classification Average (9 datasets)":74.14,"Clustering Average (4 datasets)":66.64,"PairClassification Average (2 datasets)":87.08,"Reranking Average (4 datasets)":68.72,"Retrieval Average (8 datasets)":74.97,"STS Average (8 datasets)":62.15}
+{"index":287,"Rank":7,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.95,"Classification Average (9 datasets)":74.59,"Clustering Average (4 datasets)":62.17,"PairClassification Average (2 datasets)":90.24,"Reranking Average (4 datasets)":70.0,"Retrieval Average (8 datasets)":74.36,"STS Average (8 datasets)":63.5}
+{"index":312,"Rank":8,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":70.85,"Classification Average (9 datasets)":74.14,"Clustering Average (4 datasets)":66.64,"PairClassification Average (2 datasets)":87.08,"Reranking Average (4 datasets)":68.72,"Retrieval Average (8 datasets)":74.97,"STS Average (8 datasets)":62.15}
{"index":40,"Rank":9,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Embedding Dimensions":1792,"Max Tokens":512,"Average (35 datasets)":70.78,"Classification Average (9 datasets)":74.3,"Clustering Average (4 datasets)":61.98,"PairClassification Average (2 datasets)":89.88,"Reranking Average (4 datasets)":69.78,"Retrieval Average (8 datasets)":74.41,"STS Average (8 datasets)":63.33}
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{"index":66,"Rank":39,"Model":"KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":63.57,"Classification Average (9 datasets)":71.57,"Clustering Average (4 datasets)":50.86,"PairClassification Average (2 datasets)":73.06,"Reranking Average (4 datasets)":64.42,"Retrieval Average (8 datasets)":70.49,"STS Average (8 datasets)":51.18}
{"index":31,"Rank":40,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":63.4,"Classification Average (9 datasets)":68.58,"Clustering Average (4 datasets)":50.01,"PairClassification Average (2 datasets)":76.78,"Reranking Average (4 datasets)":64.9,"Retrieval Average (8 datasets)":70.54,"STS Average (8 datasets)":53.0}
{"index":28,"Rank":41,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":63.13,"Classification Average (9 datasets)":68.07,"Clustering Average (4 datasets)":47.53,"PairClassification Average (2 datasets)":79.77,"Reranking Average (4 datasets)":65.4,"Retrieval Average (8 datasets)":69.49,"STS Average (8 datasets)":53.72}
@@ -43,28 +43,28 @@
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{"index":43,"Rank":44,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.18,"Classification Average (9 datasets)":69.09,"Clustering Average (4 datasets)":48.88,"PairClassification Average (2 datasets)":82.38,"Reranking Average (4 datasets)":62.82,"Retrieval Average (8 datasets)":63.52,"STS Average (8 datasets)":54.35}
{"index":42,"Rank":45,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":62.09,"Classification Average (9 datasets)":67.89,"Clustering Average (4 datasets)":48.81,"PairClassification Average (2 datasets)":82.38,"Reranking Average (4 datasets)":63.2,"Retrieval Average (8 datasets)":64.11,"STS Average (8 datasets)":54.55}
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{"index":54,"Rank":65,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":44.59,"Classification Average (9 datasets)":62.7,"Clustering Average (4 datasets)":39.67,"PairClassification Average (2 datasets)":80.9,"Reranking Average (4 datasets)":44.91,"Retrieval Average (8 datasets)":22.92,"STS Average (8 datasets)":39.11}
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{"index":0,"Rank":68,"Model":"text-embedding-004-256<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"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":1,"Rank":69,"Model":"text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"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":2,"Rank":70,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"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)":""}
@@ -175,126 +175,127 @@
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{"index":164,"Rank":203,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"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":165,"Rank":204,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"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":294,"Rank":307,"Model":"average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","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":295,"Rank":308,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"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":296,"Rank":309,"Model":"gtr-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)":""}
+{"index":297,"Rank":310,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"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":298,"Rank":311,"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":299,"Rank":312,"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)":""}
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+{"index":348,"Rank":351,"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":353,"Rank":355,"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 81c48cb3db045897db56e4dffb97e257b17f352d..6c93103d0b9456f01b5b41df472083b2d544ceb6 100644
--- a/boards_data/zh/data_tasks/Classification/default.jsonl
+++ b/boards_data/zh/data_tasks/Classification/default.jsonl
@@ -1,81 +1,81 @@
{"index":19,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"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":134,"Rank":2,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"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}
-{"index":229,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
-{"index":286,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
-{"index":184,"Rank":5,"Model":"XYZ-embedding-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.47,"AmazonReviewsClassification (zh)":49.37,"IFlyTek":52.74,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.94,"MassiveScenarioClassification (zh-CN)":83.82,"MultilingualSentiment":78.6,"OnlineShopping":94.94,"TNews":54.31,"Waimai":89.47}
-{"index":194,"Rank":6,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":74.43,"AmazonReviewsClassification (zh)":49.72,"IFlyTek":51.7,"JDReview":88.87,"MassiveIntentClassification (zh-CN)":76.79,"MassiveScenarioClassification (zh-CN)":84.96,"MultilingualSentiment":79.22,"OnlineShopping":94.88,"TNews":54.35,"Waimai":89.36}
+{"index":230,"Rank":3,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":74.67,"AmazonReviewsClassification (zh)":50.07,"IFlyTek":51.76,"JDReview":89.08,"MassiveIntentClassification (zh-CN)":77.45,"MassiveScenarioClassification (zh-CN)":85.3,"MultilingualSentiment":79.45,"OnlineShopping":94.9,"TNews":54.64,"Waimai":89.34}
+{"index":287,"Rank":4,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.59,"AmazonReviewsClassification (zh)":49.44,"IFlyTek":52.1,"JDReview":88.57,"MassiveIntentClassification (zh-CN)":77.71,"MassiveScenarioClassification (zh-CN)":85.63,"MultilingualSentiment":79.09,"OnlineShopping":94.62,"TNews":54.52,"Waimai":89.59}
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@@ -185,116 +185,117 @@
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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 0dcf4c7553bfe4f3b86dc1e86f8da17b595c6dfd..01796c823eb75c08acd99798f0ab76d0f051b46e 100644
--- a/boards_data/zh/data_tasks/Clustering/default.jsonl
+++ b/boards_data/zh/data_tasks/Clustering/default.jsonl
@@ -1,75 +1,75 @@
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{"index":55,"Rank":3,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":66.35,"CLSClusteringP2P":60.2,"CLSClusteringS2S":58.4,"ThuNewsClusteringP2P":76.98,"ThuNewsClusteringS2S":69.83}
{"index":134,"Rank":4,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1792,"Max Tokens":512,"Average":66.33,"CLSClusteringP2P":60.64,"CLSClusteringS2S":52.65,"ThuNewsClusteringP2P":77.84,"ThuNewsClusteringS2S":74.2}
{"index":19,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":66.06,"CLSClusteringP2P":47.07,"CLSClusteringS2S":45.99,"ThuNewsClusteringP2P":86.08,"ThuNewsClusteringS2S":85.11}
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@@ -179,119 +179,120 @@
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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 d10967a69e5322789c5c82cc84876268f535302e..9d639bdf02449704bccb8162ce914064de850be2 100644
--- a/boards_data/zh/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/zh/data_tasks/PairClassification/default.jsonl
@@ -1,76 +1,76 @@
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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 b3645433b7e7ae63c6882e3cd80fa576e8438398..fa06c64c587e475a8e99a21dd628731a2e3bcb04 100644
--- a/boards_data/zh/data_tasks/Reranking/default.jsonl
+++ b/boards_data/zh/data_tasks/Reranking/default.jsonl
@@ -1,89 +1,89 @@
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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 23e567e22b7dce9e02f4bec64aff6593abb7c27f..05a13de080f6a8c8ff1ab75f458643412f906787 100644
--- a/boards_data/zh/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/zh/data_tasks/Retrieval/default.jsonl
@@ -1,40 +1,40 @@
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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 363e8161845b015f18d846830b244be720cf0188..5d33f2bc3b5891a792cbf9666714602600f8e102 100644
--- a/boards_data/zh/data_tasks/STS/default.jsonl
+++ b/boards_data/zh/data_tasks/STS/default.jsonl
@@ -1,43 +1,43 @@
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