diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl
index a5941a5037724f8e0f43ece860a18493305b3556..ba76daa8e7b7f4f560077d7109541bcb33352e10 100644
--- a/all_data_tasks/0/default.jsonl
+++ b/all_data_tasks/0/default.jsonl
@@ -6,8 +6,8 @@
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@@ -34,38 +34,38 @@
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@@ -73,14 +73,14 @@
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@@ -89,8 +89,8 @@
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@@ -129,8 +129,8 @@
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@@ -140,9 +140,9 @@
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{"index":321,"Rank":147,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
{"index":77,"Rank":148,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
@@ -151,8 +151,8 @@
{"index":63,"Rank":151,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.77,"AmazonCounterfactualClassification (en)":74.28,"AmazonPolarityClassification":82.2,"AmazonReviewsClassification (en)":40.22,"Banking77Classification":80.31,"EmotionClassification":40.81,"ImdbClassification":73.7,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":89.73,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":62.52,"TweetSentimentExtractionClassification":59.6}
{"index":189,"Rank":152,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
{"index":76,"Rank":153,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
-{"index":84,"Rank":154,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
-{"index":83,"Rank":155,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
+{"index":83,"Rank":154,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
+{"index":84,"Rank":155,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
{"index":260,"Rank":156,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.41,"AmazonCounterfactualClassification (en)":67.3,"AmazonPolarityClassification":75.05,"AmazonReviewsClassification (en)":37.3,"Banking77Classification":82.32,"EmotionClassification":43.19,"ImdbClassification":70.8,"MassiveIntentClassification (en)":70.61,"MassiveScenarioClassification (en)":77.77,"MTOPDomainClassification (en)":93.84,"MTOPIntentClassification (en)":67.71,"ToxicConversationsClassification":68.48,"TweetSentimentExtractionClassification":54.54}
{"index":235,"Rank":157,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
{"index":49,"Rank":158,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
@@ -173,8 +173,8 @@
{"index":357,"Rank":173,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.94,"AmazonCounterfactualClassification (en)":74.16,"AmazonPolarityClassification":61.91,"AmazonReviewsClassification (en)":32.06,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"MassiveIntentClassification (en)":68.48,"MassiveScenarioClassification (en)":74.98,"MTOPDomainClassification (en)":93.17,"MTOPIntentClassification (en)":71.1,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
{"index":323,"Rank":174,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
{"index":81,"Rank":175,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
-{"index":337,"Rank":176,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
-{"index":114,"Rank":177,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
+{"index":114,"Rank":176,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
+{"index":337,"Rank":177,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
{"index":257,"Rank":178,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
{"index":252,"Rank":179,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
{"index":311,"Rank":180,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.97,"AmazonCounterfactualClassification (en)":74.54,"AmazonPolarityClassification":66.26,"AmazonReviewsClassification (en)":34.42,"Banking77Classification":72.11,"EmotionClassification":44.77,"ImdbClassification":67.61,"MassiveIntentClassification (en)":65.97,"MassiveScenarioClassification (en)":72.82,"MTOPDomainClassification (en)":91.73,"MTOPIntentClassification (en)":65.65,"ToxicConversationsClassification":68.79,"TweetSentimentExtractionClassification":54.97}
@@ -192,8 +192,8 @@
{"index":298,"Rank":192,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.57,"AmazonCounterfactualClassification (en)":68.01,"AmazonPolarityClassification":66.04,"AmazonReviewsClassification (en)":34.78,"Banking77Classification":72.93,"EmotionClassification":45.91,"ImdbClassification":66.36,"MassiveIntentClassification (en)":63.22,"MassiveScenarioClassification (en)":72.5,"MTOPDomainClassification (en)":88.11,"MTOPIntentClassification (en)":57.88,"ToxicConversationsClassification":70.52,"TweetSentimentExtractionClassification":56.58}
{"index":86,"Rank":193,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
{"index":309,"Rank":194,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
-{"index":308,"Rank":195,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
-{"index":303,"Rank":196,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
+{"index":303,"Rank":195,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
+{"index":308,"Rank":196,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
{"index":322,"Rank":197,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
{"index":160,"Rank":198,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
{"index":302,"Rank":199,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.4,"AmazonCounterfactualClassification (en)":70.79,"AmazonPolarityClassification":65.55,"AmazonReviewsClassification (en)":33.55,"Banking77Classification":73.37,"EmotionClassification":46.42,"ImdbClassification":65.74,"MassiveIntentClassification (en)":62.77,"MassiveScenarioClassification (en)":69.42,"MTOPDomainClassification (en)":88.22,"MTOPIntentClassification (en)":57.64,"ToxicConversationsClassification":72.69,"TweetSentimentExtractionClassification":54.59}
diff --git a/all_data_tasks/1/default.jsonl b/all_data_tasks/1/default.jsonl
index e8287e8b2631b506f466f266411a36769687c412..b91349ce29d7557d83af0277b2e40e9ba3f71131 100644
--- a/all_data_tasks/1/default.jsonl
+++ b/all_data_tasks/1/default.jsonl
@@ -16,8 +16,8 @@
{"index":174,"Rank":16,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
{"index":48,"Rank":17,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
{"index":355,"Rank":18,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
-{"index":107,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
-{"index":16,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
+{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
+{"index":107,"Rank":20,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
{"index":19,"Rank":21,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":47.96,"ArxivClusteringP2P":48.47,"ArxivClusteringS2S":43.39,"BiorxivClusteringP2P":40.58,"BiorxivClusteringS2S":37.94,"MedrxivClusteringP2P":35.04,"MedrxivClusteringS2S":32.94,"RedditClustering":59.76,"RedditClusteringP2P":68.03,"StackExchangeClustering":71.27,"StackExchangeClusteringP2P":39.18,"TwentyNewsgroupsClustering":50.91}
{"index":239,"Rank":22,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":47.86,"ArxivClusteringP2P":48.78,"ArxivClusteringS2S":46.11,"BiorxivClusteringP2P":38.79,"BiorxivClusteringS2S":37.37,"MedrxivClusteringP2P":32.73,"MedrxivClusteringS2S":32.33,"RedditClustering":62.16,"RedditClusteringP2P":65.96,"StackExchangeClustering":71.35,"StackExchangeClusteringP2P":36.11,"TwentyNewsgroupsClustering":54.78}
{"index":1,"Rank":23,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":47.48,"ArxivClusteringP2P":46.27,"ArxivClusteringS2S":38.36,"BiorxivClusteringP2P":37.87,"BiorxivClusteringS2S":35.67,"MedrxivClusteringP2P":33.11,"MedrxivClusteringS2S":31.54,"RedditClustering":65.81,"RedditClusteringP2P":66.62,"StackExchangeClustering":74.52,"StackExchangeClusteringP2P":37.63,"TwentyNewsgroupsClustering":54.87}
@@ -39,20 +39,20 @@
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{"index":122,"Rank":57,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.42,"ArxivClusteringP2P":47.58,"ArxivClusteringS2S":38.99,"BiorxivClusteringP2P":40.11,"BiorxivClusteringS2S":33.34,"MedrxivClusteringP2P":35.17,"MedrxivClusteringS2S":32.57,"RedditClustering":56.46,"RedditClusteringP2P":64.01,"StackExchangeClustering":67.16,"StackExchangeClusteringP2P":34.75,"TwentyNewsgroupsClustering":49.51}
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@@ -65,22 +65,22 @@
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@@ -108,8 +108,8 @@
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{"index":258,"Rank":115,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64}
@@ -120,10 +120,10 @@
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{"index":49,"Rank":127,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01}
{"index":337,"Rank":128,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
{"index":114,"Rank":129,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
@@ -154,8 +154,8 @@
{"index":117,"Rank":154,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
{"index":63,"Rank":155,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
{"index":183,"Rank":156,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
-{"index":65,"Rank":157,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
-{"index":142,"Rank":158,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
+{"index":142,"Rank":157,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
+{"index":65,"Rank":158,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":191,"Rank":159,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":139,"Rank":160,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
{"index":115,"Rank":161,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
@@ -195,10 +195,10 @@
{"index":275,"Rank":195,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":33.47,"ArxivClusteringP2P":35.33,"ArxivClusteringS2S":27.66,"BiorxivClusteringP2P":30.95,"BiorxivClusteringS2S":24.81,"MedrxivClusteringP2P":27.35,"MedrxivClusteringS2S":25.59,"RedditClustering":40.32,"RedditClusteringP2P":45.99,"StackExchangeClustering":48.26,"StackExchangeClusteringP2P":28.87,"TwentyNewsgroupsClustering":33.07}
{"index":235,"Rank":196,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86}
{"index":87,"Rank":197,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68}
-{"index":311,"Rank":198,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
+{"index":310,"Rank":198,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
{"index":309,"Rank":199,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
-{"index":310,"Rank":200,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
-{"index":308,"Rank":201,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
+{"index":308,"Rank":200,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
+{"index":311,"Rank":201,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
{"index":301,"Rank":202,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.06,"ArxivClusteringP2P":35.53,"ArxivClusteringS2S":26.89,"BiorxivClusteringP2P":33.41,"BiorxivClusteringS2S":24.42,"MedrxivClusteringP2P":29.1,"MedrxivClusteringS2S":27.58,"RedditClustering":36.72,"RedditClusteringP2P":43.47,"StackExchangeClustering":41.61,"StackExchangeClusteringP2P":29.66,"TwentyNewsgroupsClustering":35.25}
{"index":81,"Rank":203,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69}
{"index":303,"Rank":204,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.91,"ArxivClusteringP2P":34.41,"ArxivClusteringS2S":24.49,"BiorxivClusteringP2P":32.41,"BiorxivClusteringS2S":23.63,"MedrxivClusteringP2P":28.16,"MedrxivClusteringS2S":25.24,"RedditClustering":38.9,"RedditClusteringP2P":45.41,"StackExchangeClustering":44.24,"StackExchangeClusteringP2P":29.37,"TwentyNewsgroupsClustering":35.71}
diff --git a/all_data_tasks/10/default.jsonl b/all_data_tasks/10/default.jsonl
index 0bec557f68bbb0948289c334f3d11499aeae7973..4304e3b2038612a89a2f6e99108325a147c27272 100644
--- a/all_data_tasks/10/default.jsonl
+++ b/all_data_tasks/10/default.jsonl
@@ -14,19 +14,19 @@
{"index":48,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
{"index":17,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
{"index":299,"Rank":16,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":118,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
+{"index":118,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
+{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
{"index":30,"Rank":19,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
{"index":224,"Rank":20,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
{"index":310,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
{"index":111,"Rank":22,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"index":303,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":216,"Rank":24,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":216,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":303,"Rank":24,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
{"index":193,"Rank":25,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
{"index":21,"Rank":26,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
{"index":22,"Rank":27,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":41,"Rank":28,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
-{"index":42,"Rank":29,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
+{"index":42,"Rank":28,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
+{"index":41,"Rank":29,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
{"index":388,"Rank":30,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.35,"Cmnli":85.33,"Ocnli":79.37}
{"index":28,"Rank":31,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.62,"Cmnli":85.29,"Ocnli":77.96}
{"index":49,"Rank":32,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
@@ -39,8 +39,8 @@
{"index":192,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
{"index":208,"Rank":40,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
{"index":274,"Rank":41,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
-{"index":219,"Rank":42,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
-{"index":20,"Rank":43,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
+{"index":20,"Rank":42,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
+{"index":219,"Rank":43,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
{"index":27,"Rank":44,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.78,"Cmnli":82.18,"Ocnli":71.37}
{"index":273,"Rank":45,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
{"index":206,"Rank":46,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
diff --git a/all_data_tasks/11/default.jsonl b/all_data_tasks/11/default.jsonl
index 16ee1bf3a49382c365df4dbfcef19a3a96c9495f..a91222f9e6907cd06467a96c067bbab338599929 100644
--- a/all_data_tasks/11/default.jsonl
+++ b/all_data_tasks/11/default.jsonl
@@ -18,10 +18,10 @@
{"index":30,"Rank":18,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":68.28,"CMedQAv1":84.62,"CMedQAv2":85.6,"MMarcoReranking":35.43,"T2Reranking":67.48}
{"index":12,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
{"index":171,"Rank":20,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
-{"index":118,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
-{"index":16,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
-{"index":20,"Rank":23,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
-{"index":219,"Rank":24,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
+{"index":16,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
+{"index":118,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
+{"index":219,"Rank":23,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
+{"index":20,"Rank":24,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
{"index":144,"Rank":25,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
{"index":242,"Rank":26,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
{"index":191,"Rank":27,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
@@ -31,9 +31,9 @@
{"index":310,"Rank":31,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
{"index":224,"Rank":32,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
{"index":47,"Rank":33,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
-{"index":162,"Rank":34,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":31,"Rank":34,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":32,"Rank":35,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":31,"Rank":36,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":162,"Rank":36,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":308,"Rank":37,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
{"index":189,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
{"index":48,"Rank":39,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
@@ -44,8 +44,8 @@
{"index":21,"Rank":44,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
{"index":15,"Rank":45,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
{"index":22,"Rank":46,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
-{"index":315,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
-{"index":312,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":312,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":315,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
{"index":190,"Rank":49,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
{"index":141,"Rank":50,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
{"index":363,"Rank":51,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
diff --git a/all_data_tasks/12/default.jsonl b/all_data_tasks/12/default.jsonl
index 236bc723300e6a2022003f02ebeb38932c50f883..ed73116e05061fb45d8c63bcd619a198e7392ad6 100644
--- a/all_data_tasks/12/default.jsonl
+++ b/all_data_tasks/12/default.jsonl
@@ -24,10 +24,10 @@
{"index":363,"Rank":24,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
{"index":310,"Rank":25,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.49,"CmedqaRetrieval":43.15,"CovidRetrieval":88.41,"DuRetrieval":85.04,"EcomRetrieval":67.25,"MedicalRetrieval":62.88,"MMarcoRetrieval":77.53,"T2Retrieval":81.93,"VideoRetrieval":73.7}
{"index":191,"Rank":26,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":72.28,"CmedqaRetrieval":45.38,"CovidRetrieval":80.61,"DuRetrieval":85.55,"EcomRetrieval":67.88,"MedicalRetrieval":64.34,"MMarcoRetrieval":77.42,"T2Retrieval":84.5,"VideoRetrieval":72.56}
-{"index":219,"Rank":27,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
-{"index":20,"Rank":28,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
-{"index":16,"Rank":29,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
-{"index":118,"Rank":30,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
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+{"index":219,"Rank":28,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
+{"index":118,"Rank":29,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
+{"index":16,"Rank":30,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
{"index":22,"Rank":31,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":71.85,"CmedqaRetrieval":42.73,"CovidRetrieval":82.19,"DuRetrieval":88.02,"EcomRetrieval":64.71,"MedicalRetrieval":60.63,"MMarcoRetrieval":79.56,"T2Retrieval":84.69,"VideoRetrieval":72.25}
{"index":308,"Rank":32,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.71,"CmedqaRetrieval":44.38,"CovidRetrieval":75.74,"DuRetrieval":83.64,"EcomRetrieval":69.56,"MedicalRetrieval":64.94,"MMarcoRetrieval":77.7,"T2Retrieval":83.08,"VideoRetrieval":74.67}
{"index":273,"Rank":33,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.2,"CmedqaRetrieval":42.02,"CovidRetrieval":84.5,"DuRetrieval":88.25,"EcomRetrieval":62.88,"MedicalRetrieval":58.09,"MMarcoRetrieval":77.92,"T2Retrieval":82.38,"VideoRetrieval":73.54}
diff --git a/all_data_tasks/13/default.jsonl b/all_data_tasks/13/default.jsonl
index b377cf1a2aee7a5863053c4959ded28e619b708d..e9d9f0af5d2a91800c5fb4491611316ad307aec9 100644
--- a/all_data_tasks/13/default.jsonl
+++ b/all_data_tasks/13/default.jsonl
@@ -15,11 +15,11 @@
{"index":299,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
{"index":48,"Rank":16,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
{"index":144,"Rank":17,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
-{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
-{"index":118,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
+{"index":118,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
+{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
{"index":388,"Rank":20,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
-{"index":216,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
-{"index":303,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":303,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":216,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
{"index":193,"Rank":23,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
{"index":22,"Rank":24,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
{"index":21,"Rank":25,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
@@ -40,8 +40,8 @@
{"index":42,"Rank":40,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
{"index":24,"Rank":41,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
{"index":27,"Rank":42,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
-{"index":20,"Rank":43,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
-{"index":219,"Rank":44,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
+{"index":219,"Rank":43,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
+{"index":20,"Rank":44,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
{"index":133,"Rank":45,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.1,"AFQMC":40.9,"ATEC":48.27,"BQ":58.86,"LCQMC":70.85,"PAWSX":14.48,"QBQTC":33.0,"STS22 (zh)":68.05,"STSB":82.39}
{"index":40,"Rank":46,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
{"index":243,"Rank":47,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}
diff --git a/all_data_tasks/16/default.jsonl b/all_data_tasks/16/default.jsonl
index b6848897239d58273629a2d91dec0fc10a9f03a8..f3ec20dbf48a90198d731de67ebe06fb4e3c1453 100644
--- a/all_data_tasks/16/default.jsonl
+++ b/all_data_tasks/16/default.jsonl
@@ -1,8 +1,8 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":11,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
+{"index":11,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
{"index":36,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":35,"Rank":5,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
+{"index":35,"Rank":5,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
{"index":98,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
{"index":27,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
{"index":38,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
diff --git a/all_data_tasks/17/default.jsonl b/all_data_tasks/17/default.jsonl
index 0e3b9ca20715efb4463a1b5c07c82c1f14e5c2ab..6f8e5a711129405f94a2fdfb01268a49aa414fa3 100644
--- a/all_data_tasks/17/default.jsonl
+++ b/all_data_tasks/17/default.jsonl
@@ -1,4 +1,4 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.56,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":43.7,"MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":63.62}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
{"index":38,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
@@ -30,7 +30,7 @@
{"index":81,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
{"index":97,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
{"index":65,"Rank":32,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
-{"index":35,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
+{"index":35,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
{"index":80,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
{"index":59,"Rank":35,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
diff --git a/all_data_tasks/18/default.jsonl b/all_data_tasks/18/default.jsonl
index 4a56a530a53002345bf7f8bfa633bfbb28f39292..adf71629fec5860ae57c58c9284e3fbcbdfb4ec7 100644
--- a/all_data_tasks/18/default.jsonl
+++ b/all_data_tasks/18/default.jsonl
@@ -1,7 +1,7 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
{"index":36,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
+{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
{"index":5,"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":82.04,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":70.31}
{"index":7,"Rank":6,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
{"index":65,"Rank":7,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
@@ -22,7 +22,7 @@
{"index":3,"Rank":22,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
{"index":98,"Rank":23,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.18,"OpusparcusPC (fr)":94.16,"PawsXPairClassification (fr)":60.19}
{"index":46,"Rank":24,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.12,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.61}
-{"index":35,"Rank":25,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
+{"index":35,"Rank":25,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
{"index":63,"Rank":26,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
{"index":60,"Rank":27,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.05,"OpusparcusPC (fr)":90.15,"PawsXPairClassification (fr)":63.95}
{"index":26,"Rank":28,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
diff --git a/all_data_tasks/19/default.jsonl b/all_data_tasks/19/default.jsonl
index e13207402225f686f71c3f639e7d7ab556a8af1e..7b57832c3aa8818e24feffe47942c9e5a0ad1b8d 100644
--- a/all_data_tasks/19/default.jsonl
+++ b/all_data_tasks/19/default.jsonl
@@ -1,4 +1,4 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
{"index":36,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
{"index":4,"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"AlloprofReranking":74.78,"SyntecReranking":90.4}
@@ -11,7 +11,7 @@
{"index":9,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
{"index":26,"Rank":12,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.14,"AlloprofReranking":70.46,"SyntecReranking":83.83}
{"index":84,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":76.76,"AlloprofReranking":68.36,"SyntecReranking":85.15}
-{"index":35,"Rank":14,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
+{"index":35,"Rank":14,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
{"index":62,"Rank":15,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
{"index":10,"Rank":16,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
{"index":67,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":76.43,"AlloprofReranking":68.79,"SyntecReranking":84.07}
diff --git a/all_data_tasks/2/default.jsonl b/all_data_tasks/2/default.jsonl
index a00ecdfd067105da60b5762479931d91b698dc60..bc8487c7797bb59109f079df6360c78306e1ee27 100644
--- a/all_data_tasks/2/default.jsonl
+++ b/all_data_tasks/2/default.jsonl
@@ -16,17 +16,17 @@
{"index":107,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"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,"Average":87.41,"SprintDuplicateQuestions":96.07,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
-{"index":106,"Rank":19,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
-{"index":204,"Rank":20,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
+{"index":204,"Rank":19,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
+{"index":106,"Rank":20,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.37,"SprintDuplicateQuestions":96.83,"TwitterSemEval2015":79.29,"TwitterURLCorpus":85.98}
{"index":195,"Rank":21,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
-{"index":0,"Rank":22,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.29,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.25,"TwitterURLCorpus":87.12}
-{"index":47,"Rank":23,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":87.29,"SprintDuplicateQuestions":93.35,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.43}
+{"index":47,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":87.29,"SprintDuplicateQuestions":93.35,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.43}
+{"index":0,"Rank":23,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.29,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.25,"TwitterURLCorpus":87.12}
{"index":120,"Rank":24,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
{"index":212,"Rank":25,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
{"index":59,"Rank":26,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
-{"index":241,"Rank":27,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
+{"index":23,"Rank":27,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
{"index":240,"Rank":28,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":23,"Rank":29,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
+{"index":241,"Rank":29,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
{"index":324,"Rank":30,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
{"index":230,"Rank":31,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
{"index":9,"Rank":32,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
@@ -36,10 +36,10 @@
{"index":168,"Rank":36,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
{"index":8,"Rank":37,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
{"index":198,"Rank":38,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":199,"Rank":39,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":200,"Rank":40,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":280,"Rank":41,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":197,"Rank":42,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":280,"Rank":39,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":199,"Rank":40,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":197,"Rank":41,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":200,"Rank":42,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
{"index":21,"Rank":43,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
{"index":137,"Rank":44,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
{"index":169,"Rank":45,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
@@ -59,24 +59,24 @@
{"index":25,"Rank":59,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.84,"SprintDuplicateQuestions":90.94,"TwitterSemEval2015":79.64,"TwitterURLCorpus":86.95}
{"index":36,"Rank":60,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
{"index":17,"Rank":61,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
-{"index":171,"Rank":62,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
-{"index":159,"Rank":63,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":159,"Rank":62,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":171,"Rank":63,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
{"index":355,"Rank":64,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.72,"SprintDuplicateQuestions":92.25,"TwitterSemEval2015":77.13,"TwitterURLCorpus":87.78}
{"index":61,"Rank":65,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
{"index":125,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
{"index":331,"Rank":67,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
{"index":186,"Rank":68,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
-{"index":327,"Rank":69,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":192,"Rank":70,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":129,"Rank":71,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":129,"Rank":69,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":327,"Rank":70,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":192,"Rank":71,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
{"index":18,"Rank":72,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
{"index":258,"Rank":73,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
{"index":265,"Rank":74,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
{"index":30,"Rank":75,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":221,"Rank":76,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":28,"Rank":76,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
{"index":31,"Rank":77,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":28,"Rank":78,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":29,"Rank":79,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":29,"Rank":78,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":221,"Rank":79,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
{"index":170,"Rank":80,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
{"index":175,"Rank":81,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
{"index":268,"Rank":82,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.07,"SprintDuplicateQuestions":88.91,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
@@ -93,23 +93,23 @@
{"index":353,"Rank":93,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
{"index":189,"Rank":94,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
{"index":178,"Rank":95,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":58,"Rank":96,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":272,"Rank":97,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":143,"Rank":98,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":237,"Rank":99,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":237,"Rank":96,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":143,"Rank":97,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":272,"Rank":98,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":58,"Rank":99,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
{"index":216,"Rank":100,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
{"index":338,"Rank":101,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
{"index":135,"Rank":102,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
{"index":176,"Rank":103,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
-{"index":228,"Rank":104,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":102,"Rank":105,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":123,"Rank":106,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":343,"Rank":107,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":102,"Rank":104,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":343,"Rank":105,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":228,"Rank":106,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":123,"Rank":107,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
{"index":226,"Rank":108,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
{"index":222,"Rank":109,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
{"index":276,"Rank":110,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
-{"index":234,"Rank":111,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
-{"index":193,"Rank":112,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":193,"Rank":111,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":234,"Rank":112,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
{"index":19,"Rank":113,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
{"index":140,"Rank":114,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":84.48,"SprintDuplicateQuestions":97.32,"TwitterSemEval2015":70.29,"TwitterURLCorpus":85.83}
{"index":194,"Rank":115,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.44,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":72.15,"TwitterURLCorpus":86.05}
@@ -121,13 +121,13 @@
{"index":37,"Rank":121,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.95,"SprintDuplicateQuestions":96.6,"TwitterSemEval2015":69.41,"TwitterURLCorpus":85.85}
{"index":257,"Rank":122,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
{"index":223,"Rank":123,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":83.67,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":69.68,"TwitterURLCorpus":85.41}
-{"index":142,"Rank":124,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":65,"Rank":124,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
{"index":191,"Rank":125,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":65,"Rank":126,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":142,"Rank":126,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
{"index":339,"Rank":127,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.58,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":70.34,"TwitterURLCorpus":85.72}
{"index":177,"Rank":128,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
-{"index":224,"Rank":129,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
-{"index":278,"Rank":130,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
+{"index":278,"Rank":129,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
+{"index":224,"Rank":130,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
{"index":166,"Rank":131,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"SprintDuplicateQuestions":90.35,"TwitterSemEval2015":73.99,"TwitterURLCorpus":86.2}
{"index":133,"Rank":132,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.39,"SprintDuplicateQuestions":94.14,"TwitterSemEval2015":70.46,"TwitterURLCorpus":85.58}
{"index":78,"Rank":133,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.32,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":69.78,"TwitterURLCorpus":85.07}
@@ -153,8 +153,8 @@
{"index":148,"Rank":153,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
{"index":114,"Rank":154,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
{"index":337,"Rank":155,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":112,"Rank":156,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":334,"Rank":157,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":334,"Rank":156,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":112,"Rank":157,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
{"index":92,"Rank":158,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
{"index":220,"Rank":159,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.93,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":67.01,"TwitterURLCorpus":84.2}
{"index":139,"Rank":160,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":81.9,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":65.31,"TwitterURLCorpus":85.46}
@@ -241,8 +241,8 @@
{"index":160,"Rank":241,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
{"index":284,"Rank":242,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.07,"SprintDuplicateQuestions":75.39,"TwitterSemEval2015":58.93,"TwitterURLCorpus":78.9}
{"index":11,"Rank":243,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":69.84,"SprintDuplicateQuestions":68.48,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
-{"index":282,"Rank":244,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
-{"index":281,"Rank":245,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
+{"index":281,"Rank":244,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
+{"index":282,"Rank":245,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
{"index":253,"Rank":246,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
{"index":307,"Rank":247,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.02,"SprintDuplicateQuestions":52.99,"TwitterSemEval2015":55.48,"TwitterURLCorpus":71.58}
{"index":291,"Rank":248,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.62,"SprintDuplicateQuestions":52.46,"TwitterSemEval2015":54.83,"TwitterURLCorpus":71.57}
diff --git a/all_data_tasks/20/default.jsonl b/all_data_tasks/20/default.jsonl
index a0e1fcc65699b3de42b5e2d76b534a991974ca73..81f29fb264014732a5534f71a8d5a723db904b20 100644
--- a/all_data_tasks/20/default.jsonl
+++ b/all_data_tasks/20/default.jsonl
@@ -1,4 +1,4 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":63.47,"AlloprofRetrieval":58.5,"BSARDRetrieval":28.52,"MintakaRetrieval (fr)":62.53,"SyntecRetrieval":90.37,"XPQARetrieval (fr)":77.42}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":63.47,"AlloprofRetrieval":58.5,"BSARDRetrieval":28.52,"MintakaRetrieval (fr)":62.53,"SyntecRetrieval":90.37,"XPQARetrieval (fr)":77.42}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
{"index":4,"Rank":3,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.56,"AlloprofRetrieval":58.27,"BSARDRetrieval":5.14,"MintakaRetrieval (fr)":49.19,"SyntecRetrieval":87.28,"XPQARetrieval (fr)":72.92}
{"index":3,"Rank":4,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.98,"AlloprofRetrieval":57.28,"BSARDRetrieval":11.83,"MintakaRetrieval (fr)":34.92,"SyntecRetrieval":87.33,"XPQARetrieval (fr)":73.56}
@@ -10,7 +10,7 @@
{"index":38,"Rank":10,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
{"index":98,"Rank":11,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
{"index":0,"Rank":12,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
-{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
+{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
{"index":28,"Rank":14,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
{"index":2,"Rank":15,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
{"index":26,"Rank":16,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
diff --git a/all_data_tasks/21/default.jsonl b/all_data_tasks/21/default.jsonl
index d5aef344f211886fda490e3c6d505fe77d4cd54d..6c330f9899d51434338ffa883c0abfde8ca205c4 100644
--- a/all_data_tasks/21/default.jsonl
+++ b/all_data_tasks/21/default.jsonl
@@ -1,7 +1,7 @@
{"index":38,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
{"index":27,"Rank":2,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
{"index":28,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
-{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
+{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
{"index":9,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
{"index":46,"Rank":6,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
{"index":62,"Rank":7,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
@@ -13,7 +13,7 @@
{"index":3,"Rank":13,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
{"index":4,"Rank":14,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
{"index":26,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"index":35,"Rank":16,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
+{"index":35,"Rank":16,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
{"index":0,"Rank":17,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
{"index":63,"Rank":18,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
{"index":57,"Rank":19,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
diff --git a/all_data_tasks/22/default.jsonl b/all_data_tasks/22/default.jsonl
index 48d483b4b73f4bf7b1c6c32185678eceef76b499..634e60e3489c35ac3f169cbf09319d76ca617af3 100644
--- a/all_data_tasks/22/default.jsonl
+++ b/all_data_tasks/22/default.jsonl
@@ -8,7 +8,7 @@
{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
{"index":15,"Rank":10,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":11,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"SummEvalFr":31.26}
+{"index":11,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
{"index":16,"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
{"index":50,"Rank":13,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
{"index":57,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
@@ -34,7 +34,7 @@
{"index":4,"Rank":34,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
{"index":10,"Rank":35,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
{"index":62,"Rank":36,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":35,"Rank":37,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.69}
+{"index":35,"Rank":37,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
{"index":97,"Rank":38,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
{"index":60,"Rank":39,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
{"index":80,"Rank":40,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
diff --git a/all_data_tasks/25/default.jsonl b/all_data_tasks/25/default.jsonl
index dc43fc7087f3c96615578cb5f7225c84e1d6563e..102730a91c9371386bb8fd8ccd5044c633abaa82 100644
--- a/all_data_tasks/25/default.jsonl
+++ b/all_data_tasks/25/default.jsonl
@@ -1,7 +1,7 @@
{"index":7,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
{"index":17,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
{"index":1,"Rank":3,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":11,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":80,"Memory Usage (GB, fp32)":0.3,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":11,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
{"index":5,"Rank":5,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
{"index":4,"Rank":6,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
{"index":16,"Rank":7,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
diff --git a/all_data_tasks/26/default.jsonl b/all_data_tasks/26/default.jsonl
index 9ce60a2e7beaaa27f74994a070c55a3c75c622bf..9c1b76445eb817ad33d5febc3348f72d982c9c2a 100644
--- a/all_data_tasks/26/default.jsonl
+++ b/all_data_tasks/26/default.jsonl
@@ -1,6 +1,6 @@
{"index":4,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
{"index":23,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
{"index":44,"Rank":5,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
{"index":31,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
diff --git a/all_data_tasks/27/default.jsonl b/all_data_tasks/27/default.jsonl
index bc6699e82f93eaff3fd193f6bb58a08d78154ae7..7bb303100742b5e2c4fc969a31865ae452a4db96 100644
--- a/all_data_tasks/27/default.jsonl
+++ b/all_data_tasks/27/default.jsonl
@@ -1,6 +1,6 @@
{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
{"index":4,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
-{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"8TagsClustering":44.59}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
{"index":23,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
{"index":31,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
{"index":38,"Rank":6,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
diff --git a/all_data_tasks/28/default.jsonl b/all_data_tasks/28/default.jsonl
index fa3afb6af59719f5ba5af51e4125a03ac4995120..c15aedbee37d437bbc133d8586864a470c136814 100644
--- a/all_data_tasks/28/default.jsonl
+++ b/all_data_tasks/28/default.jsonl
@@ -11,7 +11,7 @@
{"index":31,"Rank":11,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.5,"CDSC-E":74.47,"PPC":92.18,"PSC":99.39,"SICK-E-PL":75.96}
{"index":38,"Rank":12,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
{"index":3,"Rank":13,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
-{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
+{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
{"index":23,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
{"index":42,"Rank":16,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":84.61,"CDSC-E":76.68,"PPC":89.7,"PSC":98.86,"SICK-E-PL":73.21}
{"index":56,"Rank":17,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":83.44,"CDSC-E":72.33,"PPC":92.36,"PSC":97.14,"SICK-E-PL":71.94}
diff --git a/all_data_tasks/29/default.jsonl b/all_data_tasks/29/default.jsonl
index 9c57c4947b88a8ef422548935734c9dab401b55c..a115648dc4e53ce3d251e5f61c8d308a019ce9c5 100644
--- a/all_data_tasks/29/default.jsonl
+++ b/all_data_tasks/29/default.jsonl
@@ -2,7 +2,7 @@
{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":54.69,"ArguAna-PL":59.87,"DBPedia-PL":41.3,"FiQA-PL":41.05,"HotpotQA-PL":67.61,"MSMARCO-PL":62.22,"NFCorpus-PL":30.89,"NQ-PL":48.45,"Quora-PL":83.21,"SCIDOCS-PL":16.08,"SciFact-PL":70.58,"TRECCOVID-PL":80.3}
{"index":44,"Rank":3,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":52.71,"ArguAna-PL":63.4,"DBPedia-PL":40.27,"FiQA-PL":40.89,"HotpotQA-PL":71.04,"MSMARCO-PL":36.63,"NFCorpus-PL":33.94,"NQ-PL":47.62,"Quora-PL":85.51,"SCIDOCS-PL":19.47,"SciFact-PL":70.23,"TRECCOVID-PL":70.81}
{"index":41,"Rank":4,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.63,"ArguAna-PL":63.25,"DBPedia-PL":39.84,"FiQA-PL":39.9,"HotpotQA-PL":70.94,"MSMARCO-PL":36.47,"NFCorpus-PL":34.03,"NQ-PL":47.33,"Quora-PL":85.63,"SCIDOCS-PL":19.13,"SciFact-PL":71.21,"TRECCOVID-PL":71.18}
-{"index":1,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
+{"index":1,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
{"index":23,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
{"index":40,"Rank":7,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.06,"ArguAna-PL":58.4,"DBPedia-PL":37.19,"FiQA-PL":34.53,"HotpotQA-PL":66.25,"MSMARCO-PL":32.54,"NFCorpus-PL":33.71,"NQ-PL":44.6,"Quora-PL":84.44,"SCIDOCS-PL":17.35,"SciFact-PL":68.29,"TRECCOVID-PL":73.33}
{"index":43,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":49.92,"ArguAna-PL":59.02,"DBPedia-PL":36.22,"FiQA-PL":35.01,"HotpotQA-PL":66.64,"MSMARCO-PL":33.05,"NFCorpus-PL":34.14,"NQ-PL":45.65,"Quora-PL":84.44,"SCIDOCS-PL":17.84,"SciFact-PL":65.75,"TRECCOVID-PL":71.33}
diff --git a/all_data_tasks/3/default.jsonl b/all_data_tasks/3/default.jsonl
index 75a929d6c793a1bcb00c834b8659fe1c590ebab9..e54e70ecf6748f9002a75cec1d4ba1cd05da7eae 100644
--- a/all_data_tasks/3/default.jsonl
+++ b/all_data_tasks/3/default.jsonl
@@ -13,14 +13,14 @@
{"index":212,"Rank":13,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.11,"AskUbuntuDupQuestions":65.16,"MindSmallReranking":32.54,"SciDocsRR":87.53,"StackOverflowDupQuestions":55.22}
{"index":6,"Rank":14,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.09,"AskUbuntuDupQuestions":64.92,"MindSmallReranking":30.97,"SciDocsRR":89.34,"StackOverflowDupQuestions":55.11}
{"index":134,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.05,"AskUbuntuDupQuestions":64.7,"MindSmallReranking":32.82,"SciDocsRR":87.8,"StackOverflowDupQuestions":54.88}
-{"index":106,"Rank":16,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
-{"index":204,"Rank":17,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
-{"index":241,"Rank":18,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
+{"index":204,"Rank":16,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
+{"index":106,"Rank":17,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
+{"index":23,"Rank":18,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
{"index":240,"Rank":19,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":23,"Rank":20,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
+{"index":241,"Rank":20,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
{"index":324,"Rank":21,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.0,"AskUbuntuDupQuestions":64.42,"MindSmallReranking":32.78,"SciDocsRR":87.61,"StackOverflowDupQuestions":55.19}
-{"index":16,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
-{"index":107,"Rank":23,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
+{"index":107,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
+{"index":16,"Rank":23,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
{"index":59,"Rank":24,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.97,"AskUbuntuDupQuestions":64.29,"MindSmallReranking":32.66,"SciDocsRR":87.65,"StackOverflowDupQuestions":55.28}
{"index":120,"Rank":25,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.88,"AskUbuntuDupQuestions":64.2,"MindSmallReranking":32.51,"SciDocsRR":87.49,"StackOverflowDupQuestions":55.32}
{"index":187,"Rank":26,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.86,"AskUbuntuDupQuestions":64.32,"MindSmallReranking":32.27,"SciDocsRR":87.47,"StackOverflowDupQuestions":55.4}
@@ -37,13 +37,13 @@
{"index":215,"Rank":37,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.94,"AskUbuntuDupQuestions":62.39,"MindSmallReranking":31.89,"SciDocsRR":87.05,"StackOverflowDupQuestions":54.45}
{"index":211,"Rank":38,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":58.94,"AskUbuntuDupQuestions":63.77,"MindSmallReranking":31.85,"SciDocsRR":86.98,"StackOverflowDupQuestions":53.16}
{"index":1,"Rank":39,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":58.9,"AskUbuntuDupQuestions":64.4,"MindSmallReranking":33.07,"SciDocsRR":83.59,"StackOverflowDupQuestions":54.56}
-{"index":137,"Rank":40,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":280,"Rank":41,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":199,"Rank":42,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":197,"Rank":43,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":200,"Rank":44,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":198,"Rank":45,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":21,"Rank":46,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":200,"Rank":40,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":198,"Rank":41,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":21,"Rank":42,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":137,"Rank":43,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":199,"Rank":44,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":280,"Rank":45,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
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@@ -67,14 +67,14 @@
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@@ -85,38 +85,38 @@
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{"index":202,"Rank":116,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.6,"AskUbuntuDupQuestions":61.11,"MindSmallReranking":28.83,"SciDocsRR":85.93,"StackOverflowDupQuestions":46.52}
{"index":201,"Rank":117,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.5,"AskUbuntuDupQuestions":58.96,"MindSmallReranking":29.32,"SciDocsRR":88.03,"StackOverflowDupQuestions":45.71}
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{"index":333,"Rank":121,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
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@@ -126,8 +126,8 @@
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-{"index":114,"Rank":130,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
+{"index":114,"Rank":129,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
+{"index":337,"Rank":130,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
{"index":148,"Rank":131,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":55.24,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":30.98,"SciDocsRR":81.45,"StackOverflowDupQuestions":48.17}
{"index":225,"Rank":132,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.18,"AskUbuntuDupQuestions":61.34,"MindSmallReranking":30.04,"SciDocsRR":79.4,"StackOverflowDupQuestions":49.95}
{"index":194,"Rank":133,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":55.09,"AskUbuntuDupQuestions":59.62,"MindSmallReranking":30.99,"SciDocsRR":79.76,"StackOverflowDupQuestions":49.99}
@@ -137,9 +137,9 @@
{"index":184,"Rank":137,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":54.9,"AskUbuntuDupQuestions":59.92,"MindSmallReranking":30.97,"SciDocsRR":78.62,"StackOverflowDupQuestions":50.07}
{"index":267,"Rank":138,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":54.71,"AskUbuntuDupQuestions":62.86,"MindSmallReranking":29.77,"SciDocsRR":75.16,"StackOverflowDupQuestions":51.05}
{"index":91,"Rank":139,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":54.67,"AskUbuntuDupQuestions":59.63,"MindSmallReranking":31.72,"SciDocsRR":77.72,"StackOverflowDupQuestions":49.61}
-{"index":65,"Rank":140,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
-{"index":191,"Rank":141,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
-{"index":142,"Rank":142,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":142,"Rank":140,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":65,"Rank":141,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
+{"index":191,"Rank":142,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":54.64,"AskUbuntuDupQuestions":60.56,"MindSmallReranking":30.4,"SciDocsRR":78.09,"StackOverflowDupQuestions":49.5}
{"index":151,"Rank":143,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.63,"AskUbuntuDupQuestions":61.05,"MindSmallReranking":30.55,"SciDocsRR":79.83,"StackOverflowDupQuestions":47.1}
{"index":155,"Rank":144,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":54.58,"AskUbuntuDupQuestions":63.09,"MindSmallReranking":30.89,"SciDocsRR":74.28,"StackOverflowDupQuestions":50.06}
{"index":224,"Rank":145,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":54.56,"AskUbuntuDupQuestions":61.16,"MindSmallReranking":30.02,"SciDocsRR":78.05,"StackOverflowDupQuestions":49.0}
diff --git a/all_data_tasks/30/default.jsonl b/all_data_tasks/30/default.jsonl
index 9d31d775deeabbcf49f3cd1ac1aa6ba0f12fa726..73ed2b8a0abaf329d714a8b52ce89b9ac5675dfa 100644
--- a/all_data_tasks/30/default.jsonl
+++ b/all_data_tasks/30/default.jsonl
@@ -9,7 +9,7 @@
{"index":38,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
{"index":45,"Rank":10,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
{"index":42,"Rank":11,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
-{"index":1,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
+{"index":1,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
{"index":23,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
{"index":46,"Rank":14,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
{"index":31,"Rank":15,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
diff --git a/all_data_tasks/39/default.jsonl b/all_data_tasks/39/default.jsonl
index 0a20bf7ad11c96fceb38337bf93acad91ec386b7..fec4dcde6f694fb64aaae3b9cfb67542fd2ec5be 100644
--- a/all_data_tasks/39/default.jsonl
+++ b/all_data_tasks/39/default.jsonl
@@ -39,7 +39,7 @@
{"index":6,"Rank":39,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.18,"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)":""}
{"index":7,"Rank":40,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.07,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":75.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.76,"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)":56.03,"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)":59.3,"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/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index 22f7dcc02b99a30b87e9377e6efc78b6e70af2dc..ba8e25e588a8f4bae36f085e6ff907264393cb52 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -10,8 +10,8 @@
{"index":25,"Rank":10,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":59.24,"ArguAna":77.37,"ClimateFEVER":39.37,"CQADupstackRetrieval":47.94,"DBPedia":51.37,"FEVER":90.38,"FiQA2018":60.04,"HotpotQA":83.26,"MSMARCO":45.71,"NFCorpus":38.11,"NQ":71.45,"QuoraRetrieval":90.04,"SCIDOCS":26.93,"SciFact":72.05,"Touche2020":30.26,"TRECCOVID":64.27}
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@@ -48,44 +48,44 @@
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{"index":35,"Rank":83,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.34,"ArguAna":50.81,"ClimateFEVER":28.9,"CQADupstackRetrieval":38.89,"DBPedia":41.03,"FEVER":87.64,"FiQA2018":38.83,"HotpotQA":66.79,"MSMARCO":41.33,"NFCorpus":33.65,"NQ":57.99,"QuoraRetrieval":88.11,"SCIDOCS":18.1,"SciFact":66.69,"Touche2020":31.93,"TRECCOVID":79.36}
{"index":130,"Rank":84,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.31,"ArguAna":51.31,"ClimateFEVER":22.76,"CQADupstackRetrieval":45.27,"DBPedia":36.95,"FEVER":88.17,"FiQA2018":44.8,"HotpotQA":64.15,"MSMARCO":38.0,"NFCorpus":33.94,"NQ":55.1,"QuoraRetrieval":88.41,"SCIDOCS":21.98,"SciFact":70.52,"Touche2020":27.48,"TRECCOVID":80.75}
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{"index":356,"Rank":86,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.08,"ArguAna":55.49,"ClimateFEVER":26.86,"CQADupstackRetrieval":42.58,"DBPedia":39.97,"FEVER":79.42,"FiQA2018":44.91,"HotpotQA":63.63,"MSMARCO":37.02,"NFCorpus":38.33,"NQ":52.86,"QuoraRetrieval":88.83,"SCIDOCS":20.8,"SciFact":73.37,"Touche2020":24.28,"TRECCOVID":77.9}
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{"index":225,"Rank":89,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.81,"ArguAna":45.44,"ClimateFEVER":39.63,"CQADupstackRetrieval":37.61,"DBPedia":39.42,"FEVER":84.4,"FiQA2018":35.0,"HotpotQA":67.78,"MSMARCO":41.38,"NFCorpus":32.54,"NQ":57.1,"QuoraRetrieval":87.65,"SCIDOCS":16.76,"SciFact":68.24,"Touche2020":28.49,"TRECCOVID":80.65}
{"index":274,"Rank":90,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Average":50.78,"ArguAna":48.27,"ClimateFEVER":29.61,"CQADupstackRetrieval":35.76,"DBPedia":40.51,"FEVER":80.14,"FiQA2018":41.08,"HotpotQA":63.19,"MSMARCO":42.72,"NFCorpus":37.82,"NQ":56.39,"QuoraRetrieval":88.1,"SCIDOCS":17.48,"SciFact":71.63,"Touche2020":25.66,"TRECCOVID":83.4}
{"index":173,"Rank":91,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.56,"ArguAna":46.42,"ClimateFEVER":22.21,"CQADupstackRetrieval":37.89,"DBPedia":44.02,"FEVER":82.83,"FiQA2018":41.14,"HotpotQA":73.13,"MSMARCO":43.46,"NFCorpus":37.13,"NQ":63.44,"QuoraRetrieval":86.84,"SCIDOCS":20.51,"SciFact":72.24,"Touche2020":20.67,"TRECCOVID":66.54}
@@ -162,8 +162,8 @@
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{"index":290,"Rank":163,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.94,"ArguAna":44.67,"ClimateFEVER":17.4,"CQADupstackRetrieval":24.45,"DBPedia":24.09,"FEVER":30.53,"FiQA2018":17.3,"HotpotQA":32.53,"MSMARCO":13.78,"NFCorpus":27.62,"NQ":18.89,"QuoraRetrieval":82.17,"SCIDOCS":13.25,"SciFact":52.97,"Touche2020":20.21,"TRECCOVID":44.29}
{"index":308,"Rank":164,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.31,"ArguAna":44.24,"ClimateFEVER":17.06,"CQADupstackRetrieval":24.68,"DBPedia":23.44,"FEVER":28.08,"FiQA2018":16.64,"HotpotQA":32.99,"MSMARCO":14.81,"NFCorpus":25.42,"NQ":20.96,"QuoraRetrieval":81.17,"SCIDOCS":12.51,"SciFact":49.82,"Touche2020":22.36,"TRECCOVID":40.45}
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-{"index":311,"Rank":166,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.31,"ArguAna":44.24,"ClimateFEVER":17.06,"CQADupstackRetrieval":24.68,"DBPedia":23.44,"FEVER":28.08,"FiQA2018":16.64,"HotpotQA":32.99,"MSMARCO":14.81,"NFCorpus":25.42,"NQ":20.96,"QuoraRetrieval":81.17,"SCIDOCS":12.51,"SciFact":49.82,"Touche2020":22.36,"TRECCOVID":40.45}
+{"index":311,"Rank":165,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.31,"ArguAna":44.24,"ClimateFEVER":17.06,"CQADupstackRetrieval":24.68,"DBPedia":23.44,"FEVER":28.08,"FiQA2018":16.64,"HotpotQA":32.99,"MSMARCO":14.81,"NFCorpus":25.42,"NQ":20.96,"QuoraRetrieval":81.17,"SCIDOCS":12.51,"SciFact":49.82,"Touche2020":22.36,"TRECCOVID":40.45}
+{"index":310,"Rank":166,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.31,"ArguAna":44.24,"ClimateFEVER":17.06,"CQADupstackRetrieval":24.68,"DBPedia":23.44,"FEVER":28.08,"FiQA2018":16.64,"HotpotQA":32.99,"MSMARCO":14.81,"NFCorpus":25.42,"NQ":20.96,"QuoraRetrieval":81.17,"SCIDOCS":12.51,"SciFact":49.82,"Touche2020":22.36,"TRECCOVID":40.45}
{"index":309,"Rank":167,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.2,"ArguAna":43.53,"ClimateFEVER":17.06,"CQADupstackRetrieval":24.68,"DBPedia":23.44,"FEVER":28.08,"FiQA2018":16.64,"HotpotQA":32.99,"MSMARCO":14.81,"NFCorpus":25.42,"NQ":20.96,"QuoraRetrieval":80.32,"SCIDOCS":12.51,"SciFact":49.82,"Touche2020":22.36,"TRECCOVID":40.45}
{"index":297,"Rank":168,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.98,"ArguAna":45.57,"ClimateFEVER":19.38,"CQADupstackRetrieval":23.56,"DBPedia":23.34,"FEVER":28.25,"FiQA2018":16.7,"HotpotQA":27.99,"MSMARCO":14.0,"NFCorpus":25.97,"NQ":18.61,"QuoraRetrieval":81.26,"SCIDOCS":13.17,"SciFact":47.59,"Touche2020":21.22,"TRECCOVID":43.15}
{"index":302,"Rank":169,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.91,"ArguAna":44.29,"ClimateFEVER":19.35,"CQADupstackRetrieval":22.64,"DBPedia":23.52,"FEVER":30.14,"FiQA2018":14.96,"HotpotQA":29.58,"MSMARCO":13.66,"NFCorpus":27.19,"NQ":19.49,"QuoraRetrieval":80.79,"SCIDOCS":12.06,"SciFact":46.88,"Touche2020":20.95,"TRECCOVID":43.1}
@@ -176,8 +176,8 @@
{"index":292,"Rank":176,"Model":"lma-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":28.73,"ArguAna":33.56,"ClimateFEVER":18.07,"CQADupstackRetrieval":21.51,"DBPedia":19.87,"FEVER":28.33,"FiQA2018":13.52,"HotpotQA":29.04,"MSMARCO":12.34,"NFCorpus":26.69,"NQ":20.75,"QuoraRetrieval":77.21,"SCIDOCS":11.85,"SciFact":49.85,"Touche2020":13.79,"TRECCOVID":54.61}
{"index":318,"Rank":177,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":28.14,"ArguAna":46.37,"ClimateFEVER":18.22,"CQADupstackRetrieval":22.23,"DBPedia":21.61,"FEVER":23.04,"FiQA2018":16.07,"HotpotQA":24.02,"MSMARCO":12.8,"NFCorpus":23.65,"NQ":17.08,"QuoraRetrieval":80.23,"SCIDOCS":12.42,"SciFact":41.84,"Touche2020":20.43,"TRECCOVID":42.1}
{"index":301,"Rank":178,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.83,"ArguAna":41.0,"ClimateFEVER":16.86,"CQADupstackRetrieval":20.63,"DBPedia":20.28,"FEVER":22.79,"FiQA2018":12.8,"HotpotQA":25.41,"MSMARCO":12.54,"NFCorpus":24.27,"NQ":18.44,"QuoraRetrieval":80.31,"SCIDOCS":12.03,"SciFact":44.95,"Touche2020":13.06,"TRECCOVID":52.01}
-{"index":313,"Rank":179,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.79,"ArguAna":36.96,"ClimateFEVER":20.95,"CQADupstackRetrieval":19.78,"DBPedia":24.25,"FEVER":29.03,"FiQA2018":13.57,"HotpotQA":33.73,"MSMARCO":9.51,"NFCorpus":21.89,"NQ":20.45,"QuoraRetrieval":67.91,"SCIDOCS":11.37,"SciFact":38.8,"Touche2020":18.78,"TRECCOVID":49.87}
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+{"index":313,"Rank":180,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.79,"ArguAna":36.96,"ClimateFEVER":20.95,"CQADupstackRetrieval":19.78,"DBPedia":24.25,"FEVER":29.03,"FiQA2018":13.57,"HotpotQA":33.73,"MSMARCO":9.51,"NFCorpus":21.89,"NQ":20.45,"QuoraRetrieval":67.91,"SCIDOCS":11.37,"SciFact":38.8,"Touche2020":18.78,"TRECCOVID":49.87}
{"index":315,"Rank":181,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.58,"ArguAna":42.41,"ClimateFEVER":19.87,"CQADupstackRetrieval":20.44,"DBPedia":24.16,"FEVER":28.06,"FiQA2018":14.16,"HotpotQA":31.33,"MSMARCO":9.36,"NFCorpus":22.77,"NQ":19.33,"QuoraRetrieval":67.71,"SCIDOCS":11.49,"SciFact":39.41,"Touche2020":22.09,"TRECCOVID":41.13}
{"index":305,"Rank":182,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.43,"ArguAna":38.47,"ClimateFEVER":15.04,"CQADupstackRetrieval":20.83,"DBPedia":21.54,"FEVER":25.77,"FiQA2018":12.85,"HotpotQA":29.94,"MSMARCO":13.24,"NFCorpus":22.33,"NQ":18.12,"QuoraRetrieval":78.48,"SCIDOCS":10.86,"SciFact":45.15,"Touche2020":19.46,"TRECCOVID":39.35}
{"index":304,"Rank":183,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.11,"ArguAna":42.52,"ClimateFEVER":15.13,"CQADupstackRetrieval":22.28,"DBPedia":20.49,"FEVER":22.63,"FiQA2018":13.62,"HotpotQA":26.88,"MSMARCO":12.48,"NFCorpus":22.5,"NQ":18.52,"QuoraRetrieval":78.16,"SCIDOCS":11.21,"SciFact":43.38,"Touche2020":20.86,"TRECCOVID":35.98}
diff --git a/all_data_tasks/40/default.jsonl b/all_data_tasks/40/default.jsonl
index 95cdbe209406c080c253b1f62902393321219595..18dd52bd58eb6e77293a21c8ab6d3e419dd5d0d4 100644
--- a/all_data_tasks/40/default.jsonl
+++ b/all_data_tasks/40/default.jsonl
@@ -74,7 +74,7 @@
{"index":42,"Rank":74,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
{"index":43,"Rank":75,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
{"index":44,"Rank":76,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"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":85.64}
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+{"index":45,"Rank":77,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"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":87.43}
{"index":46,"Rank":78,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
{"index":47,"Rank":79,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
{"index":48,"Rank":80,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
@@ -198,7 +198,7 @@
{"index":182,"Rank":198,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
{"index":183,"Rank":199,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
{"index":184,"Rank":200,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":185,"Rank":201,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
+{"index":185,"Rank":201,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
{"index":187,"Rank":202,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
{"index":188,"Rank":203,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
{"index":189,"Rank":204,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
diff --git a/all_data_tasks/5/default.jsonl b/all_data_tasks/5/default.jsonl
index 6585819a99fcb78950bd17ac6a496ab0b17b3a0d..bd2960d9b7bfc059a0e55836846cadb80f618b6a 100644
--- a/all_data_tasks/5/default.jsonl
+++ b/all_data_tasks/5/default.jsonl
@@ -32,14 +32,14 @@
{"index":193,"Rank":32,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
{"index":47,"Rank":33,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":83.35,"BIOSSES":86.32,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.14,"STS22 (en)":68.63,"STSBenchmark":85.64}
{"index":277,"Rank":34,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
-{"index":204,"Rank":35,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
-{"index":106,"Rank":36,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":106,"Rank":35,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
+{"index":204,"Rank":36,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
{"index":48,"Rank":37,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
{"index":38,"Rank":38,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
{"index":167,"Rank":39,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.15,"BIOSSES":84.39,"SICK-R":81.27,"STS12":76.28,"STS13":88.18,"STS14":81.92,"STS15":89.01,"STS16":85.49,"STS17 (en-en)":90.3,"STS22 (en)":67.74,"STSBenchmark":86.88}
-{"index":241,"Rank":40,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":240,"Rank":41,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
-{"index":23,"Rank":42,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":23,"Rank":40,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":241,"Rank":41,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
+{"index":240,"Rank":42,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.11,"BIOSSES":84.65,"SICK-R":81.68,"STS12":79.05,"STS13":86.37,"STS14":82.78,"STS15":88.03,"STS16":86.49,"STS17 (en-en)":87.5,"STS22 (en)":67.05,"STSBenchmark":87.52}
{"index":168,"Rank":43,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":83.06,"BIOSSES":84.15,"SICK-R":81.7,"STS12":75.32,"STS13":87.44,"STS14":81.87,"STS15":88.94,"STS16":85.38,"STS17 (en-en)":90.54,"STS22 (en)":68.65,"STSBenchmark":86.56}
{"index":17,"Rank":44,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":83.04,"BIOSSES":81.37,"SICK-R":79.28,"STS12":79.55,"STS13":88.83,"STS14":83.87,"STS15":88.54,"STS16":86.49,"STS17 (en-en)":88.73,"STS22 (en)":66.88,"STSBenchmark":86.85}
{"index":135,"Rank":45,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.03,"BIOSSES":86.99,"SICK-R":80.53,"STS12":75.57,"STS13":86.26,"STS14":82.3,"STS15":88.74,"STS16":85.27,"STS17 (en-en)":89.02,"STS22 (en)":68.51,"STSBenchmark":87.08}
@@ -51,8 +51,8 @@
{"index":338,"Rank":51,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.88,"BIOSSES":87.98,"SICK-R":79.13,"STS12":75.98,"STS13":87.55,"STS14":81.99,"STS15":88.93,"STS16":83.59,"STS17 (en-en)":88.51,"STS22 (en)":69.72,"STSBenchmark":85.4}
{"index":230,"Rank":52,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":82.84,"BIOSSES":85.59,"SICK-R":82.8,"STS12":76.22,"STS13":86.3,"STS14":82.09,"STS15":87.24,"STS16":84.77,"STS17 (en-en)":87.42,"STS22 (en)":69.85,"STSBenchmark":86.14}
{"index":215,"Rank":53,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.79,"BIOSSES":86.71,"SICK-R":80.06,"STS12":77.75,"STS13":86.08,"STS14":82.89,"STS15":88.54,"STS16":85.76,"STS17 (en-en)":87.82,"STS22 (en)":65.46,"STSBenchmark":86.79}
-{"index":16,"Rank":54,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
-{"index":107,"Rank":55,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
+{"index":107,"Rank":54,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
+{"index":16,"Rank":55,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.73,"BIOSSES":82.11,"SICK-R":80.49,"STS12":77.25,"STS13":87.79,"STS14":82.91,"STS15":88.45,"STS16":85.45,"STS17 (en-en)":90.33,"STS22 (en)":66.1,"STSBenchmark":86.38}
{"index":268,"Rank":56,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":82.63,"BIOSSES":80.43,"SICK-R":80.47,"STS12":78.85,"STS13":88.94,"STS14":84.86,"STS15":89.32,"STS16":84.67,"STS17 (en-en)":89.46,"STS22 (en)":65.33,"STSBenchmark":84.01}
{"index":36,"Rank":57,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.62,"BIOSSES":83.5,"SICK-R":81.27,"STS12":74.37,"STS13":85.2,"STS14":80.98,"STS15":89.23,"STS16":86.32,"STS17 (en-en)":90.34,"STS22 (en)":66.42,"STSBenchmark":88.55}
{"index":65,"Rank":58,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.61,"BIOSSES":76.91,"SICK-R":80.33,"STS12":80.59,"STS13":86.59,"STS14":82.99,"STS15":88.79,"STS16":84.44,"STS17 (en-en)":89.31,"STS22 (en)":67.97,"STSBenchmark":88.14}
@@ -61,32 +61,32 @@
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@@ -98,10 +98,10 @@
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@@ -114,16 +114,16 @@
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{"index":354,"Rank":115,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.04,"BIOSSES":84.87,"SICK-R":79.18,"STS12":71.98,"STS13":85.52,"STS14":80.5,"STS15":87.51,"STS16":84.48,"STS17 (en-en)":88.11,"STS22 (en)":65.92,"STSBenchmark":82.34}
{"index":353,"Rank":116,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.97,"BIOSSES":86.35,"SICK-R":80.6,"STS12":69.8,"STS13":83.27,"STS14":76.09,"STS15":86.12,"STS16":85.96,"STS17 (en-en)":90.25,"STS22 (en)":68.12,"STSBenchmark":83.17}
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{"index":35,"Rank":119,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.92,"BIOSSES":81.72,"SICK-R":79.65,"STS12":72.6,"STS13":82.88,"STS14":79.74,"STS15":86.98,"STS16":84.41,"STS17 (en-en)":89.22,"STS22 (en)":65.42,"STSBenchmark":86.58}
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{"index":223,"Rank":121,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":80.84,"BIOSSES":87.19,"SICK-R":74.19,"STS12":73.22,"STS13":84.77,"STS14":79.99,"STS15":87.27,"STS16":82.31,"STS17 (en-en)":89.54,"STS22 (en)":65.93,"STSBenchmark":83.96}
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{"index":133,"Rank":124,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":80.72,"BIOSSES":81.26,"SICK-R":79.09,"STS12":75.04,"STS13":83.26,"STS14":78.62,"STS15":87.03,"STS16":83.01,"STS17 (en-en)":87.36,"STS22 (en)":68.11,"STSBenchmark":84.4}
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{"index":129,"Rank":127,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.7,"BIOSSES":81.23,"SICK-R":79.65,"STS12":74.27,"STS13":84.18,"STS14":78.81,"STS15":87.55,"STS16":85.35,"STS17 (en-en)":88.88,"STS22 (en)":62.2,"STSBenchmark":84.84}
{"index":331,"Rank":128,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.59,"BIOSSES":82.19,"SICK-R":79.25,"STS12":73.71,"STS13":82.32,"STS14":80.07,"STS15":87.21,"STS16":82.33,"STS17 (en-en)":87.58,"STS22 (en)":66.3,"STSBenchmark":84.92}
{"index":93,"Rank":129,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
@@ -137,8 +137,8 @@
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{"index":37,"Rank":138,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.09,"BIOSSES":84.01,"SICK-R":77.04,"STS12":73.22,"STS13":79.5,"STS14":76.96,"STS15":86.43,"STS16":84.33,"STS17 (en-en)":88.67,"STS22 (en)":65.31,"STSBenchmark":85.46}
{"index":194,"Rank":139,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":80.0,"BIOSSES":80.52,"SICK-R":76.72,"STS12":73.66,"STS13":83.3,"STS14":79.17,"STS15":87.3,"STS16":83.6,"STS17 (en-en)":88.23,"STS22 (en)":63.46,"STSBenchmark":84.04}
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{"index":78,"Rank":142,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
{"index":250,"Rank":143,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
{"index":227,"Rank":144,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
@@ -191,8 +191,8 @@
{"index":66,"Rank":191,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
{"index":111,"Rank":192,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
{"index":306,"Rank":193,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.02,"BIOSSES":80.33,"SICK-R":67.55,"STS12":67.79,"STS13":78.88,"STS14":74.76,"STS15":81.85,"STS16":77.62,"STS17 (en-en)":85.2,"STS22 (en)":59.85,"STSBenchmark":76.4}
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{"index":304,"Rank":196,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.78,"BIOSSES":79.26,"SICK-R":67.71,"STS12":66.79,"STS13":79.28,"STS14":74.68,"STS15":81.28,"STS16":76.89,"STS17 (en-en)":84.58,"STS22 (en)":60.54,"STSBenchmark":76.76}
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{"index":302,"Rank":198,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.48,"BIOSSES":78.57,"SICK-R":67.85,"STS12":66.9,"STS13":77.76,"STS14":74.48,"STS15":81.41,"STS16":76.26,"STS17 (en-en)":84.22,"STS22 (en)":60.64,"STSBenchmark":76.7}
@@ -224,9 +224,9 @@
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{"index":160,"Rank":225,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
{"index":315,"Rank":226,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.91,"BIOSSES":59.27,"SICK-R":63.23,"STS12":54.2,"STS13":65.7,"STS14":65.99,"STS15":77.16,"STS16":69.93,"STS17 (en-en)":83.15,"STS22 (en)":61.85,"STSBenchmark":68.67}
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{"index":11,"Rank":230,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
{"index":284,"Rank":231,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"BIOSSES":56.88,"SICK-R":60.71,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":71.84,"STS22 (en)":52.55,"STSBenchmark":60.17}
{"index":281,"Rank":232,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"BIOSSES":62.98,"SICK-R":60.09,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":70.23,"STS22 (en)":52.14,"STSBenchmark":56.45}
diff --git a/all_data_tasks/6/default.jsonl b/all_data_tasks/6/default.jsonl
index 24a99c50283dd24082d44c4608cbf5056ac8a6fb..ff5738d14c19b65e13a0d5637991d3f555bb9494 100644
--- a/all_data_tasks/6/default.jsonl
+++ b/all_data_tasks/6/default.jsonl
@@ -17,17 +17,17 @@
{"index":299,"Rank":17,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.68}
{"index":158,"Rank":18,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"SummEval":31.66}
{"index":277,"Rank":19,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
-{"index":241,"Rank":20,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
-{"index":23,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":240,"Rank":22,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
-{"index":187,"Rank":23,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":129,"Rank":24,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":327,"Rank":25,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
+{"index":23,"Rank":20,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
+{"index":187,"Rank":21,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
+{"index":241,"Rank":22,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
+{"index":240,"Rank":23,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
+{"index":327,"Rank":24,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
+{"index":129,"Rank":25,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
{"index":192,"Rank":26,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
{"index":264,"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
-{"index":65,"Rank":28,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":142,"Rank":29,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":191,"Rank":30,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
+{"index":142,"Rank":28,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
+{"index":191,"Rank":29,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
+{"index":65,"Rank":30,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
{"index":211,"Rank":31,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.55}
{"index":174,"Rank":32,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.53}
{"index":157,"Rank":33,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
@@ -35,52 +35,52 @@
{"index":92,"Rank":35,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
{"index":72,"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
{"index":341,"Rank":37,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.42}
-{"index":284,"Rank":38,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
-{"index":285,"Rank":39,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
-{"index":175,"Rank":40,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":265,"Rank":41,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
-{"index":334,"Rank":42,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
-{"index":70,"Rank":43,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
-{"index":112,"Rank":44,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
+{"index":285,"Rank":38,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
+{"index":284,"Rank":39,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
+{"index":265,"Rank":40,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
+{"index":175,"Rank":41,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
+{"index":70,"Rank":42,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
+{"index":112,"Rank":43,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
+{"index":334,"Rank":44,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
{"index":17,"Rank":45,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
{"index":35,"Rank":46,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
{"index":222,"Rank":47,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
{"index":78,"Rank":48,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
{"index":190,"Rank":49,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
-{"index":76,"Rank":50,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
-{"index":49,"Rank":51,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
+{"index":49,"Rank":50,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
+{"index":76,"Rank":51,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
{"index":133,"Rank":52,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
-{"index":25,"Rank":53,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
-{"index":230,"Rank":54,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
-{"index":18,"Rank":55,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
+{"index":230,"Rank":53,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
+{"index":25,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
+{"index":276,"Rank":55,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
{"index":107,"Rank":56,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.17}
-{"index":276,"Rank":57,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":16,"Rank":58,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
-{"index":235,"Rank":59,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":116,"Rank":60,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
-{"index":176,"Rank":61,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
-{"index":105,"Rank":62,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":16,"Rank":57,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
+{"index":235,"Rank":58,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":18,"Rank":59,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
+{"index":105,"Rank":60,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":116,"Rank":61,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
+{"index":176,"Rank":62,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
{"index":236,"Rank":63,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
-{"index":135,"Rank":64,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
-{"index":61,"Rank":65,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":125,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
+{"index":125,"Rank":64,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
+{"index":135,"Rank":65,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
+{"index":61,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
{"index":356,"Rank":67,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
{"index":183,"Rank":68,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
-{"index":200,"Rank":69,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":280,"Rank":70,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":280,"Rank":69,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":137,"Rank":70,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
{"index":21,"Rank":71,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
-{"index":198,"Rank":72,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":197,"Rank":72,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
{"index":199,"Rank":73,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":197,"Rank":74,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":137,"Rank":75,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":249,"Rank":76,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
-{"index":155,"Rank":77,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
+{"index":200,"Rank":74,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":198,"Rank":75,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":155,"Rank":76,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
+{"index":249,"Rank":77,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
{"index":91,"Rank":78,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
-{"index":307,"Rank":79,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.03}
-{"index":357,"Rank":80,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
-{"index":201,"Rank":81,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
+{"index":357,"Rank":79,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
+{"index":307,"Rank":80,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.03}
+{"index":9,"Rank":81,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
{"index":170,"Rank":82,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":9,"Rank":83,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
+{"index":201,"Rank":83,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
{"index":38,"Rank":84,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
{"index":64,"Rank":85,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
{"index":8,"Rank":86,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
@@ -92,22 +92,22 @@
{"index":19,"Rank":92,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
{"index":132,"Rank":93,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
{"index":302,"Rank":94,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.86}
-{"index":6,"Rank":95,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":333,"Rank":96,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":110,"Rank":97,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
+{"index":110,"Rank":95,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
+{"index":6,"Rank":96,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
+{"index":333,"Rank":97,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
{"index":239,"Rank":98,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":204,"Rank":99,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
-{"index":106,"Rank":100,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.82}
+{"index":106,"Rank":99,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.82}
+{"index":204,"Rank":100,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
{"index":251,"Rank":101,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
{"index":353,"Rank":102,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
{"index":322,"Rank":103,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
{"index":22,"Rank":104,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
-{"index":195,"Rank":105,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
-{"index":305,"Rank":106,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.73}
+{"index":305,"Rank":105,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.73}
+{"index":195,"Rank":106,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
{"index":223,"Rank":107,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
{"index":104,"Rank":108,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
-{"index":188,"Rank":109,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
-{"index":81,"Rank":110,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
+{"index":81,"Rank":109,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
+{"index":188,"Rank":110,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
{"index":231,"Rank":111,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":30.7}
{"index":263,"Rank":112,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
{"index":260,"Rank":113,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
@@ -117,10 +117,10 @@
{"index":136,"Rank":117,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
{"index":20,"Rank":118,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
{"index":196,"Rank":119,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
-{"index":297,"Rank":120,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.57}
-{"index":325,"Rank":121,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
-{"index":194,"Rank":122,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
-{"index":160,"Rank":123,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
+{"index":325,"Rank":120,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
+{"index":297,"Rank":121,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.57}
+{"index":160,"Rank":122,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
+{"index":194,"Rank":123,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
{"index":300,"Rank":124,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.53}
{"index":86,"Rank":125,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
{"index":301,"Rank":126,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.5}
@@ -130,13 +130,13 @@
{"index":88,"Rank":130,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
{"index":278,"Rank":131,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
{"index":37,"Rank":132,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
-{"index":102,"Rank":133,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":123,"Rank":134,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":343,"Rank":135,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":228,"Rank":136,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
-{"index":319,"Rank":137,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":179,"Rank":138,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":30.39}
-{"index":47,"Rank":139,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"SummEval":30.39}
+{"index":343,"Rank":133,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":319,"Rank":134,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":228,"Rank":135,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
+{"index":102,"Rank":136,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":123,"Rank":137,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":47,"Rank":138,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"SummEval":30.39}
+{"index":179,"Rank":139,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":30.39}
{"index":93,"Rank":140,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":30.38}
{"index":229,"Rank":141,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
{"index":282,"Rank":142,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.33}
@@ -144,35 +144,35 @@
{"index":111,"Rank":144,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.31}
{"index":79,"Rank":145,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
{"index":306,"Rank":146,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.29}
-{"index":171,"Rank":147,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
-{"index":159,"Rank":148,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
+{"index":159,"Rank":147,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
+{"index":171,"Rank":148,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
{"index":291,"Rank":149,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.27}
-{"index":304,"Rank":150,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.26}
-{"index":90,"Rank":151,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.26}
-{"index":60,"Rank":152,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
+{"index":90,"Rank":150,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.26}
+{"index":60,"Rank":151,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
+{"index":304,"Rank":152,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.26}
{"index":202,"Rank":153,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
{"index":177,"Rank":154,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
{"index":259,"Rank":155,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
-{"index":74,"Rank":156,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
-{"index":173,"Rank":157,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
-{"index":57,"Rank":158,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
-{"index":296,"Rank":159,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
+{"index":57,"Rank":156,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
+{"index":74,"Rank":157,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"index":296,"Rank":158,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
+{"index":173,"Rank":159,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
{"index":36,"Rank":160,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
-{"index":309,"Rank":161,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
-{"index":308,"Rank":162,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
-{"index":311,"Rank":163,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
-{"index":310,"Rank":164,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":310,"Rank":161,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":311,"Rank":162,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":309,"Rank":163,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":308,"Rank":164,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
{"index":303,"Rank":165,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
{"index":26,"Rank":166,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.12}
{"index":316,"Rank":167,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.11}
{"index":115,"Rank":168,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
{"index":271,"Rank":169,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
-{"index":29,"Rank":170,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":28,"Rank":171,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":31,"Rank":172,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":30,"Rank":173,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":221,"Rank":170,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":31,"Rank":171,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":29,"Rank":172,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":28,"Rank":173,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
{"index":268,"Rank":174,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
-{"index":221,"Rank":175,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":30,"Rank":175,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
{"index":283,"Rank":176,"Model":"ft-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.07}
{"index":225,"Rank":177,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
{"index":180,"Rank":178,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
@@ -186,8 +186,8 @@
{"index":117,"Rank":186,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.87}
{"index":234,"Rank":187,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
{"index":193,"Rank":188,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":29.87}
-{"index":166,"Rank":189,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
-{"index":189,"Rank":190,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
+{"index":189,"Rank":189,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
+{"index":166,"Rank":190,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
{"index":131,"Rank":191,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":29.83}
{"index":138,"Rank":192,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
{"index":48,"Rank":193,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"SummEval":29.82}
@@ -195,25 +195,25 @@
{"index":331,"Rank":195,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
{"index":323,"Rank":196,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
{"index":89,"Rank":197,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
-{"index":237,"Rank":198,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":143,"Rank":199,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":272,"Rank":200,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":58,"Rank":201,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":143,"Rank":198,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":237,"Rank":199,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":58,"Rank":200,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":272,"Rank":201,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
{"index":257,"Rank":202,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
-{"index":178,"Rank":203,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.64}
-{"index":266,"Rank":204,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":266,"Rank":203,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":178,"Rank":204,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.64}
{"index":224,"Rank":205,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
-{"index":314,"Rank":206,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":317,"Rank":207,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":313,"Rank":208,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":313,"Rank":206,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":314,"Rank":207,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":317,"Rank":208,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
{"index":258,"Rank":209,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
{"index":261,"Rank":210,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
{"index":118,"Rank":211,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
{"index":320,"Rank":212,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
{"index":87,"Rank":213,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
{"index":63,"Rank":214,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
-{"index":203,"Rank":215,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
-{"index":147,"Rank":216,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":147,"Rank":215,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":203,"Rank":216,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
{"index":321,"Rank":217,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
{"index":254,"Rank":218,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
{"index":69,"Rank":219,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
diff --git a/all_data_tasks/8/default.jsonl b/all_data_tasks/8/default.jsonl
index 95d0b97c0e2753e62b5823c00336e9b782625b7e..91c3dd4771739e250c1d550a21a90d1951d9b41d 100644
--- a/all_data_tasks/8/default.jsonl
+++ b/all_data_tasks/8/default.jsonl
@@ -53,8 +53,8 @@
{"index":312,"Rank":53,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
{"index":296,"Rank":54,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":64.37,"AmazonReviewsClassification (zh)":29.75,"IFlyTek":50.93,"JDReview":84.93,"MassiveIntentClassification (zh-CN)":67.46,"MassiveScenarioClassification (zh-CN)":71.6,"MultilingualSentiment":55.9,"OnlineShopping":82.53,"TNews":55.08,"Waimai":81.16}
{"index":384,"Rank":55,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.31,"AmazonReviewsClassification (zh)":38.3,"IFlyTek":44.62,"JDReview":74.6,"MassiveIntentClassification (zh-CN)":64.81,"MassiveScenarioClassification (zh-CN)":71.4,"MultilingualSentiment":67.99,"OnlineShopping":88.94,"TNews":45.77,"Waimai":82.37}
-{"index":219,"Rank":56,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
-{"index":20,"Rank":57,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
+{"index":20,"Rank":56,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
+{"index":219,"Rank":57,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
{"index":34,"Rank":58,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":63.96,"AmazonReviewsClassification (zh)":35.91,"IFlyTek":45.49,"JDReview":80.04,"MassiveIntentClassification (zh-CN)":63.95,"MassiveScenarioClassification (zh-CN)":70.8,"MultilingualSentiment":63.06,"OnlineShopping":85.05,"TNews":48.15,"Waimai":83.18}
{"index":207,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"AmazonReviewsClassification (zh)":35.7,"IFlyTek":40.46,"JDReview":78.26,"MassiveIntentClassification (zh-CN)":63.75,"MassiveScenarioClassification (zh-CN)":72.39,"MultilingualSentiment":63.17,"OnlineShopping":87.11,"TNews":44.15,"Waimai":80.65}
{"index":53,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.7,"AmazonReviewsClassification (zh)":38.25,"IFlyTek":43.13,"JDReview":69.08,"MassiveIntentClassification (zh-CN)":61.23,"MassiveScenarioClassification (zh-CN)":68.12,"MultilingualSentiment":67.83,"OnlineShopping":88.13,"TNews":44.42,"Waimai":84.15}
diff --git a/all_data_tasks/9/default.jsonl b/all_data_tasks/9/default.jsonl
index c84413abae1d2ffdc9643601312d27e95ff1d70a..70fb5ee861a5a3307ccfce4098911613d8cdedfd 100644
--- a/all_data_tasks/9/default.jsonl
+++ b/all_data_tasks/9/default.jsonl
@@ -11,8 +11,8 @@
{"index":144,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
{"index":388,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
{"index":224,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
-{"index":118,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
-{"index":16,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":16,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":118,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
{"index":172,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
{"index":111,"Rank":17,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
{"index":171,"Rank":18,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
@@ -31,8 +31,8 @@
{"index":22,"Rank":31,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
{"index":21,"Rank":32,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
{"index":28,"Rank":33,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
-{"index":312,"Rank":34,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
-{"index":315,"Rank":35,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":315,"Rank":34,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":312,"Rank":35,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
{"index":42,"Rank":36,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
{"index":239,"Rank":37,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
{"index":41,"Rank":38,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
@@ -56,8 +56,8 @@
{"index":302,"Rank":56,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
{"index":34,"Rank":57,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
{"index":206,"Rank":58,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
-{"index":205,"Rank":59,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
-{"index":207,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":207,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":205,"Rank":60,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
{"index":208,"Rank":61,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
{"index":201,"Rank":62,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
{"index":53,"Rank":63,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
diff --git a/boards_data/de/data_tasks/Clustering/default.jsonl b/boards_data/de/data_tasks/Clustering/default.jsonl
index dc43fc7087f3c96615578cb5f7225c84e1d6563e..102730a91c9371386bb8fd8ccd5044c633abaa82 100644
--- a/boards_data/de/data_tasks/Clustering/default.jsonl
+++ b/boards_data/de/data_tasks/Clustering/default.jsonl
@@ -1,7 +1,7 @@
{"index":7,"Rank":1,"Model":"gbert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":32.34,"BlurbsClusteringP2P":39.3,"BlurbsClusteringS2S":13.38,"TenKGnadClusteringP2P":41.69,"TenKGnadClusteringS2S":34.97}
{"index":17,"Rank":2,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":29.74,"BlurbsClusteringP2P":39.91,"BlurbsClusteringS2S":15.94,"TenKGnadClusteringP2P":43.43,"TenKGnadClusteringS2S":19.69}
{"index":1,"Rank":3,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
-{"index":11,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":80,"Memory Usage (GB, fp32)":0.3,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
+{"index":11,"Rank":4,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
{"index":5,"Rank":5,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.55,"BlurbsClusteringP2P":35.49,"BlurbsClusteringS2S":16.17,"TenKGnadClusteringP2P":42.84,"TenKGnadClusteringS2S":23.69}
{"index":4,"Rank":6,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":29.5,"BlurbsClusteringP2P":38.68,"BlurbsClusteringS2S":17.62,"TenKGnadClusteringP2P":38.0,"TenKGnadClusteringS2S":23.71}
{"index":16,"Rank":7,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":27.49,"BlurbsClusteringP2P":35.33,"BlurbsClusteringS2S":13.27,"TenKGnadClusteringP2P":44.11,"TenKGnadClusteringS2S":17.26}
diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index 7ece8cb7ae5012ca86f09db2665214fde0a93b84..47b34aad10245fcc71fdd0c359fbf5b993a03fb8 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -11,8 +11,8 @@
{"index":105,"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":341,"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":107,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":107,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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":16,"Rank":15,"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":16,"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":47,"Rank":17,"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":174,"Rank":18,"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}
@@ -39,11 +39,11 @@
{"index":38,"Rank":39,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.01,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.6,"PairClassification Average (3 datasets)":86.15,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":53.84,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":30.99}
{"index":132,"Rank":40,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.71,"Classification Average (12 datasets)":76.03,"Clustering Average (11 datasets)":46.21,"PairClassification Average (3 datasets)":86.32,"Reranking Average (4 datasets)":59.37,"Retrieval Average (15 datasets)":52.31,"STS Average (10 datasets)":83.51,"Summarization Average (1 datasets)":30.87}
{"index":21,"Rank":41,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.56,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.81,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":280,"Rank":42,"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 (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":199,"Rank":43,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":198,"Rank":44,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":200,"Rank":45,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
-{"index":197,"Rank":46,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":198,"Rank":42,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":200,"Rank":43,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":199,"Rank":44,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":197,"Rank":45,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
+{"index":280,"Rank":46,"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 (56 datasets)":63.55,"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)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":204,"Rank":47,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.54,"Classification Average (12 datasets)":75.99,"Clustering Average (11 datasets)":45.58,"PairClassification Average (3 datasets)":87.37,"Reranking Average (4 datasets)":60.04,"Retrieval Average (15 datasets)":51.92,"STS Average (10 datasets)":83.34,"Summarization Average (1 datasets)":30.82}
{"index":187,"Rank":48,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.34,"Classification Average (12 datasets)":73.96,"Clustering Average (11 datasets)":46.61,"PairClassification Average (3 datasets)":86.85,"Reranking Average (4 datasets)":59.86,"Retrieval Average (15 datasets)":51.8,"STS Average (10 datasets)":83.85,"Summarization Average (1 datasets)":31.61}
{"index":211,"Rank":49,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.25,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":46.07,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":51.42,"STS Average (10 datasets)":84.9,"Summarization Average (1 datasets)":31.55}
@@ -52,11 +52,11 @@
{"index":135,"Rank":52,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.72,"Classification Average (12 datasets)":76.11,"Clustering Average (11 datasets)":44.82,"PairClassification Average (3 datasets)":84.68,"Reranking Average (4 datasets)":58.56,"Retrieval Average (15 datasets)":50.43,"STS Average (10 datasets)":83.03,"Summarization Average (1 datasets)":31.14}
{"index":169,"Rank":53,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.61,"Classification Average (12 datasets)":75.28,"Clustering Average (11 datasets)":44.9,"PairClassification Average (3 datasets)":86.45,"Reranking Average (4 datasets)":58.78,"Retrieval Average (15 datasets)":50.1,"STS Average (10 datasets)":83.02,"Summarization Average (1 datasets)":32.52}
{"index":276,"Rank":54,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":73.01,"Clustering Average (11 datasets)":46.2,"PairClassification Average (3 datasets)":84.57,"Reranking Average (4 datasets)":58.61,"Retrieval Average (15 datasets)":51.14,"STS Average (10 datasets)":82.3,"Summarization Average (1 datasets)":31.17}
-{"index":221,"Rank":55,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":28,"Rank":55,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":29,"Rank":56,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":28,"Rank":57,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":30,"Rank":58,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
-{"index":31,"Rank":59,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":31,"Rank":57,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":221,"Rank":58,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
+{"index":30,"Rank":59,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":228,"Rank":60,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.28,"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)":53.01,"STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
{"index":356,"Rank":61,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":62.26,"Classification Average (12 datasets)":73.21,"Clustering Average (11 datasets)":46.65,"PairClassification Average (3 datasets)":85.04,"Reranking Average (4 datasets)":56.72,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":81.58,"Summarization Average (1 datasets)":31.12}
{"index":173,"Rank":62,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":62.2,"Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.26,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":50.56,"STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
@@ -69,10 +69,10 @@
{"index":167,"Rank":69,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.59,"Classification Average (12 datasets)":73.86,"Clustering Average (11 datasets)":45.29,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":57.54,"Retrieval Average (15 datasets)":47.57,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":31.84}
{"index":171,"Rank":70,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.56,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":44.1,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
{"index":159,"Rank":71,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":61.5,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":43.8,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
-{"index":237,"Rank":72,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
-{"index":58,"Rank":73,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
-{"index":272,"Rank":74,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
-{"index":143,"Rank":75,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":58,"Rank":72,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":237,"Rank":73,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":143,"Rank":74,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
+{"index":272,"Rank":75,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
{"index":172,"Rank":76,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":61.42,"Classification Average (12 datasets)":73.14,"Clustering Average (11 datasets)":43.33,"PairClassification Average (3 datasets)":85.94,"Reranking Average (4 datasets)":56.53,"Retrieval Average (15 datasets)":49.99,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.97}
{"index":196,"Rank":77,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.4,"Classification Average (12 datasets)":70.89,"Clustering Average (11 datasets)":44.31,"PairClassification Average (3 datasets)":84.24,"Reranking Average (4 datasets)":57.47,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":82.11,"Summarization Average (1 datasets)":30.58}
{"index":20,"Rank":78,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.4,"Classification Average (12 datasets)":70.89,"Clustering Average (11 datasets)":44.31,"PairClassification Average (3 datasets)":84.24,"Reranking Average (4 datasets)":57.47,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":82.11,"Summarization Average (1 datasets)":30.58}
@@ -92,8 +92,8 @@
{"index":176,"Rank":92,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.93,"Classification Average (12 datasets)":72.94,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":84.67,"Reranking Average (4 datasets)":54.32,"Retrieval Average (15 datasets)":49.04,"STS Average (10 datasets)":80.39,"Summarization Average (1 datasets)":31.16}
{"index":184,"Rank":93,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":59.86,"Classification Average (12 datasets)":71.91,"Clustering Average (11 datasets)":40.74,"PairClassification Average (3 datasets)":84.06,"Reranking Average (4 datasets)":54.9,"Retrieval Average (15 datasets)":47.67,"STS Average (10 datasets)":82.37,"Summarization Average (1 datasets)":30.62}
{"index":223,"Rank":94,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":59.85,"Classification Average (12 datasets)":71.17,"Clustering Average (11 datasets)":42.52,"PairClassification Average (3 datasets)":83.67,"Reranking Average (4 datasets)":54.99,"Retrieval Average (15 datasets)":48.0,"STS Average (10 datasets)":80.84,"Summarization Average (1 datasets)":30.72}
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{"index":268,"Rank":99,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.51,"Classification Average (12 datasets)":73.42,"Clustering Average (11 datasets)":43.72,"PairClassification Average (3 datasets)":85.07,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":42.24,"STS Average (10 datasets)":82.63,"Summarization Average (1 datasets)":30.08}
diff --git a/boards_data/en/data_tasks/Classification/default.jsonl b/boards_data/en/data_tasks/Classification/default.jsonl
index a5941a5037724f8e0f43ece860a18493305b3556..ba76daa8e7b7f4f560077d7109541bcb33352e10 100644
--- a/boards_data/en/data_tasks/Classification/default.jsonl
+++ b/boards_data/en/data_tasks/Classification/default.jsonl
@@ -6,8 +6,8 @@
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{"index":158,"Rank":7,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":86.67,"AmazonCounterfactualClassification (en)":92.36,"AmazonPolarityClassification":97.19,"AmazonReviewsClassification (en)":59.53,"Banking77Classification":89.3,"EmotionClassification":78.77,"ImdbClassification":96.49,"MassiveIntentClassification (en)":85.17,"MassiveScenarioClassification (en)":89.62,"MTOPDomainClassification (en)":98.83,"MTOPIntentClassification (en)":92.3,"ToxicConversationsClassification":86.94,"TweetSentimentExtractionClassification":73.58}
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{"index":6,"Rank":11,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
{"index":1,"Rank":12,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"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":64,"Rank":13,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"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}
@@ -34,38 +34,38 @@
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@@ -73,14 +73,14 @@
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@@ -89,8 +89,8 @@
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@@ -129,8 +129,8 @@
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@@ -140,9 +140,9 @@
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{"index":264,"Rank":146,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.9,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.51,"Banking77Classification":81.07,"EmotionClassification":45.83,"ImdbClassification":64.57,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":71.02,"TweetSentimentExtractionClassification":59.03}
{"index":321,"Rank":147,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
{"index":77,"Rank":148,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
@@ -151,8 +151,8 @@
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{"index":189,"Rank":152,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
{"index":76,"Rank":153,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
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{"index":235,"Rank":157,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
{"index":49,"Rank":158,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
@@ -173,8 +173,8 @@
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{"index":323,"Rank":174,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
{"index":81,"Rank":175,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
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{"index":257,"Rank":178,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
{"index":252,"Rank":179,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
{"index":311,"Rank":180,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.97,"AmazonCounterfactualClassification (en)":74.54,"AmazonPolarityClassification":66.26,"AmazonReviewsClassification (en)":34.42,"Banking77Classification":72.11,"EmotionClassification":44.77,"ImdbClassification":67.61,"MassiveIntentClassification (en)":65.97,"MassiveScenarioClassification (en)":72.82,"MTOPDomainClassification (en)":91.73,"MTOPIntentClassification (en)":65.65,"ToxicConversationsClassification":68.79,"TweetSentimentExtractionClassification":54.97}
@@ -192,8 +192,8 @@
{"index":298,"Rank":192,"Model":"mpn-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.57,"AmazonCounterfactualClassification (en)":68.01,"AmazonPolarityClassification":66.04,"AmazonReviewsClassification (en)":34.78,"Banking77Classification":72.93,"EmotionClassification":45.91,"ImdbClassification":66.36,"MassiveIntentClassification (en)":63.22,"MassiveScenarioClassification (en)":72.5,"MTOPDomainClassification (en)":88.11,"MTOPIntentClassification (en)":57.88,"ToxicConversationsClassification":70.52,"TweetSentimentExtractionClassification":56.58}
{"index":86,"Rank":193,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
{"index":309,"Rank":194,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
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-{"index":303,"Rank":196,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
+{"index":303,"Rank":195,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
+{"index":308,"Rank":196,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.5,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":65.19,"AmazonReviewsClassification (en)":34.53,"Banking77Classification":73.23,"EmotionClassification":45.05,"ImdbClassification":64.3,"MassiveIntentClassification (en)":63.06,"MassiveScenarioClassification (en)":69.88,"MTOPDomainClassification (en)":89.68,"MTOPIntentClassification (en)":60.6,"ToxicConversationsClassification":70.36,"TweetSentimentExtractionClassification":54.3}
{"index":322,"Rank":197,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
{"index":160,"Rank":198,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
{"index":302,"Rank":199,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.4,"AmazonCounterfactualClassification (en)":70.79,"AmazonPolarityClassification":65.55,"AmazonReviewsClassification (en)":33.55,"Banking77Classification":73.37,"EmotionClassification":46.42,"ImdbClassification":65.74,"MassiveIntentClassification (en)":62.77,"MassiveScenarioClassification (en)":69.42,"MTOPDomainClassification (en)":88.22,"MTOPIntentClassification (en)":57.64,"ToxicConversationsClassification":72.69,"TweetSentimentExtractionClassification":54.59}
diff --git a/boards_data/en/data_tasks/Clustering/default.jsonl b/boards_data/en/data_tasks/Clustering/default.jsonl
index e8287e8b2631b506f466f266411a36769687c412..b91349ce29d7557d83af0277b2e40e9ba3f71131 100644
--- a/boards_data/en/data_tasks/Clustering/default.jsonl
+++ b/boards_data/en/data_tasks/Clustering/default.jsonl
@@ -16,8 +16,8 @@
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@@ -39,20 +39,20 @@
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{"index":122,"Rank":57,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.42,"ArxivClusteringP2P":47.58,"ArxivClusteringS2S":38.99,"BiorxivClusteringP2P":40.11,"BiorxivClusteringS2S":33.34,"MedrxivClusteringP2P":35.17,"MedrxivClusteringS2S":32.57,"RedditClustering":56.46,"RedditClusteringP2P":64.01,"StackExchangeClustering":67.16,"StackExchangeClusteringP2P":34.75,"TwentyNewsgroupsClustering":49.51}
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@@ -65,22 +65,22 @@
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@@ -108,8 +108,8 @@
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{"index":258,"Rank":115,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":41.6,"ArxivClusteringP2P":37.5,"ArxivClusteringS2S":30.55,"BiorxivClusteringP2P":29.59,"BiorxivClusteringS2S":25.72,"MedrxivClusteringP2P":28.72,"MedrxivClusteringS2S":27.39,"RedditClustering":61.69,"RedditClusteringP2P":61.67,"StackExchangeClustering":69.93,"StackExchangeClusteringP2P":33.21,"TwentyNewsgroupsClustering":51.64}
@@ -120,10 +120,10 @@
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{"index":49,"Rank":127,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":40.9,"ArxivClusteringP2P":42.32,"ArxivClusteringS2S":31.28,"BiorxivClusteringP2P":37.42,"BiorxivClusteringS2S":29.32,"MedrxivClusteringP2P":34.68,"MedrxivClusteringS2S":30.34,"RedditClustering":50.76,"RedditClusteringP2P":55.02,"StackExchangeClustering":59.66,"StackExchangeClusteringP2P":32.11,"TwentyNewsgroupsClustering":47.01}
{"index":337,"Rank":128,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
{"index":114,"Rank":129,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":40.88,"ArxivClusteringP2P":44.94,"ArxivClusteringS2S":35.87,"BiorxivClusteringP2P":35.68,"BiorxivClusteringS2S":30.47,"MedrxivClusteringP2P":30.79,"MedrxivClusteringS2S":27.95,"RedditClustering":50.47,"RedditClusteringP2P":60.54,"StackExchangeClustering":60.7,"StackExchangeClusteringP2P":33.98,"TwentyNewsgroupsClustering":38.28}
@@ -154,8 +154,8 @@
{"index":117,"Rank":154,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":39.18,"ArxivClusteringP2P":44.53,"ArxivClusteringS2S":33.25,"BiorxivClusteringP2P":36.11,"BiorxivClusteringS2S":28.06,"MedrxivClusteringP2P":31.56,"MedrxivClusteringS2S":28.13,"RedditClustering":45.46,"RedditClusteringP2P":55.16,"StackExchangeClustering":54.51,"StackExchangeClusteringP2P":34.07,"TwentyNewsgroupsClustering":40.19}
{"index":63,"Rank":155,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":39.16,"ArxivClusteringP2P":41.76,"ArxivClusteringS2S":31.63,"BiorxivClusteringP2P":36.01,"BiorxivClusteringS2S":28.77,"MedrxivClusteringP2P":31.27,"MedrxivClusteringS2S":28.97,"RedditClustering":47.39,"RedditClusteringP2P":58.38,"StackExchangeClustering":52.47,"StackExchangeClusteringP2P":33.63,"TwentyNewsgroupsClustering":40.52}
{"index":183,"Rank":156,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.11,"ArxivClusteringP2P":44.52,"ArxivClusteringS2S":34.45,"BiorxivClusteringP2P":35.25,"BiorxivClusteringS2S":30.71,"MedrxivClusteringP2P":29.43,"MedrxivClusteringS2S":28.87,"RedditClustering":44.52,"RedditClusteringP2P":53.61,"StackExchangeClustering":57.11,"StackExchangeClusteringP2P":31.91,"TwentyNewsgroupsClustering":39.8}
-{"index":65,"Rank":157,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
-{"index":142,"Rank":158,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
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{"index":191,"Rank":159,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":38.99,"ArxivClusteringP2P":41.43,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.97,"BiorxivClusteringS2S":28.78,"MedrxivClusteringP2P":31.33,"MedrxivClusteringS2S":28.76,"RedditClustering":47.75,"RedditClusteringP2P":54.88,"StackExchangeClustering":55.38,"StackExchangeClusteringP2P":33.08,"TwentyNewsgroupsClustering":40.48}
{"index":139,"Rank":160,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":38.93,"ArxivClusteringP2P":44.59,"ArxivClusteringS2S":38.03,"BiorxivClusteringP2P":36.03,"BiorxivClusteringS2S":32.48,"MedrxivClusteringP2P":31.05,"MedrxivClusteringS2S":29.26,"RedditClustering":35.53,"RedditClusteringP2P":54.52,"StackExchangeClustering":55.13,"StackExchangeClusteringP2P":34.31,"TwentyNewsgroupsClustering":37.28}
{"index":115,"Rank":161,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":38.86,"ArxivClusteringP2P":43.5,"ArxivClusteringS2S":32.09,"BiorxivClusteringP2P":34.48,"BiorxivClusteringS2S":26.14,"MedrxivClusteringP2P":30.57,"MedrxivClusteringS2S":26.22,"RedditClustering":48.32,"RedditClusteringP2P":57.84,"StackExchangeClustering":57.49,"StackExchangeClusteringP2P":34.58,"TwentyNewsgroupsClustering":36.28}
@@ -195,10 +195,10 @@
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{"index":235,"Rank":196,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":33.43,"ArxivClusteringP2P":35.18,"ArxivClusteringS2S":27.54,"BiorxivClusteringP2P":30.15,"BiorxivClusteringS2S":24.67,"MedrxivClusteringP2P":26.25,"MedrxivClusteringS2S":24.12,"RedditClustering":40.23,"RedditClusteringP2P":47.74,"StackExchangeClustering":47.55,"StackExchangeClusteringP2P":29.45,"TwentyNewsgroupsClustering":34.86}
{"index":87,"Rank":197,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":33.15,"ArxivClusteringP2P":37.86,"ArxivClusteringS2S":28.84,"BiorxivClusteringP2P":32.09,"BiorxivClusteringS2S":23.55,"MedrxivClusteringP2P":28.54,"MedrxivClusteringS2S":24.73,"RedditClustering":35.54,"RedditClusteringP2P":47.43,"StackExchangeClustering":46.54,"StackExchangeClusteringP2P":30.88,"TwentyNewsgroupsClustering":28.68}
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{"index":309,"Rank":199,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.12,"ArxivClusteringP2P":34.78,"ArxivClusteringS2S":24.62,"BiorxivClusteringP2P":32.16,"BiorxivClusteringS2S":23.64,"MedrxivClusteringP2P":28.53,"MedrxivClusteringS2S":25.71,"RedditClustering":37.25,"RedditClusteringP2P":47.11,"StackExchangeClustering":43.31,"StackExchangeClusteringP2P":29.6,"TwentyNewsgroupsClustering":37.59}
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{"index":301,"Rank":202,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":33.06,"ArxivClusteringP2P":35.53,"ArxivClusteringS2S":26.89,"BiorxivClusteringP2P":33.41,"BiorxivClusteringS2S":24.42,"MedrxivClusteringP2P":29.1,"MedrxivClusteringS2S":27.58,"RedditClustering":36.72,"RedditClusteringP2P":43.47,"StackExchangeClustering":41.61,"StackExchangeClusteringP2P":29.66,"TwentyNewsgroupsClustering":35.25}
{"index":81,"Rank":203,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":32.91,"ArxivClusteringP2P":35.84,"ArxivClusteringS2S":27.3,"BiorxivClusteringP2P":32.35,"BiorxivClusteringS2S":24.06,"MedrxivClusteringP2P":28.24,"MedrxivClusteringS2S":25.34,"RedditClustering":35.92,"RedditClusteringP2P":46.08,"StackExchangeClustering":45.31,"StackExchangeClusteringP2P":29.91,"TwentyNewsgroupsClustering":31.69}
{"index":303,"Rank":204,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":32.91,"ArxivClusteringP2P":34.41,"ArxivClusteringS2S":24.49,"BiorxivClusteringP2P":32.41,"BiorxivClusteringS2S":23.63,"MedrxivClusteringP2P":28.16,"MedrxivClusteringS2S":25.24,"RedditClustering":38.9,"RedditClusteringP2P":45.41,"StackExchangeClustering":44.24,"StackExchangeClusteringP2P":29.37,"TwentyNewsgroupsClustering":35.71}
diff --git a/boards_data/en/data_tasks/PairClassification/default.jsonl b/boards_data/en/data_tasks/PairClassification/default.jsonl
index a00ecdfd067105da60b5762479931d91b698dc60..bc8487c7797bb59109f079df6360c78306e1ee27 100644
--- a/boards_data/en/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/en/data_tasks/PairClassification/default.jsonl
@@ -16,17 +16,17 @@
{"index":107,"Rank":16,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.51,"SprintDuplicateQuestions":95.32,"TwitterSemEval2015":79.64,"TwitterURLCorpus":87.58}
{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"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,"Average":87.41,"SprintDuplicateQuestions":96.07,"TwitterSemEval2015":79.36,"TwitterURLCorpus":86.79}
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{"index":195,"Rank":21,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":87.34,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":79.93,"TwitterURLCorpus":87.5}
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+{"index":47,"Rank":22,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":87.29,"SprintDuplicateQuestions":93.35,"TwitterSemEval2015":81.08,"TwitterURLCorpus":87.43}
+{"index":0,"Rank":23,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":87.29,"SprintDuplicateQuestions":96.49,"TwitterSemEval2015":78.25,"TwitterURLCorpus":87.12}
{"index":120,"Rank":24,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.25,"SprintDuplicateQuestions":97.24,"TwitterSemEval2015":78.17,"TwitterURLCorpus":86.33}
{"index":212,"Rank":25,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.2,"SprintDuplicateQuestions":96.82,"TwitterSemEval2015":78.55,"TwitterURLCorpus":86.23}
{"index":59,"Rank":26,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.14,"SprintDuplicateQuestions":96.97,"TwitterSemEval2015":78.29,"TwitterURLCorpus":86.16}
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+{"index":23,"Rank":27,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
{"index":240,"Rank":28,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
-{"index":23,"Rank":29,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
+{"index":241,"Rank":29,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.12,"SprintDuplicateQuestions":96.73,"TwitterSemEval2015":79.04,"TwitterURLCorpus":85.6}
{"index":324,"Rank":30,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":87.07,"SprintDuplicateQuestions":96.87,"TwitterSemEval2015":78.24,"TwitterURLCorpus":86.11}
{"index":230,"Rank":31,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":86.91,"SprintDuplicateQuestions":95.94,"TwitterSemEval2015":78.73,"TwitterURLCorpus":86.05}
{"index":9,"Rank":32,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":86.87,"SprintDuplicateQuestions":98.07,"TwitterSemEval2015":74.44,"TwitterURLCorpus":88.11}
@@ -36,10 +36,10 @@
{"index":168,"Rank":36,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":86.62,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":77.99,"TwitterURLCorpus":86.93}
{"index":8,"Rank":37,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.57,"SprintDuplicateQuestions":96.01,"TwitterSemEval2015":76.87,"TwitterURLCorpus":86.84}
{"index":198,"Rank":38,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":199,"Rank":39,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":200,"Rank":40,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":280,"Rank":41,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
-{"index":197,"Rank":42,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":280,"Rank":39,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":199,"Rank":40,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":197,"Rank":41,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
+{"index":200,"Rank":42,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
{"index":21,"Rank":43,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
{"index":137,"Rank":44,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.55,"SprintDuplicateQuestions":96.33,"TwitterSemEval2015":77.68,"TwitterURLCorpus":85.65}
{"index":169,"Rank":45,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":86.45,"SprintDuplicateQuestions":95.69,"TwitterSemEval2015":77.67,"TwitterURLCorpus":86.0}
@@ -59,24 +59,24 @@
{"index":25,"Rank":59,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.84,"SprintDuplicateQuestions":90.94,"TwitterSemEval2015":79.64,"TwitterURLCorpus":86.95}
{"index":36,"Rank":60,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.84,"SprintDuplicateQuestions":96.25,"TwitterSemEval2015":74.8,"TwitterURLCorpus":86.46}
{"index":17,"Rank":61,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":85.79,"SprintDuplicateQuestions":92.82,"TwitterSemEval2015":77.96,"TwitterURLCorpus":86.59}
-{"index":171,"Rank":62,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
-{"index":159,"Rank":63,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":159,"Rank":62,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
+{"index":171,"Rank":63,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.73,"SprintDuplicateQuestions":94.58,"TwitterSemEval2015":75.97,"TwitterURLCorpus":86.63}
{"index":355,"Rank":64,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.72,"SprintDuplicateQuestions":92.25,"TwitterSemEval2015":77.13,"TwitterURLCorpus":87.78}
{"index":61,"Rank":65,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
{"index":125,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.61,"SprintDuplicateQuestions":92.57,"TwitterSemEval2015":77.07,"TwitterURLCorpus":87.19}
{"index":331,"Rank":67,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.41,"SprintDuplicateQuestions":95.02,"TwitterSemEval2015":75.24,"TwitterURLCorpus":85.96}
{"index":186,"Rank":68,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":85.4,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":73.81,"TwitterURLCorpus":86.78}
-{"index":327,"Rank":69,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":192,"Rank":70,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
-{"index":129,"Rank":71,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":129,"Rank":69,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":327,"Rank":70,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
+{"index":192,"Rank":71,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.38,"SprintDuplicateQuestions":95.3,"TwitterSemEval2015":74.74,"TwitterURLCorpus":86.09}
{"index":18,"Rank":72,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
{"index":258,"Rank":73,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
{"index":265,"Rank":74,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
{"index":30,"Rank":75,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":221,"Rank":76,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":28,"Rank":76,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
{"index":31,"Rank":77,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":28,"Rank":78,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
-{"index":29,"Rank":79,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":29,"Rank":78,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
+{"index":221,"Rank":79,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
{"index":170,"Rank":80,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":85.09,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":74.4,"TwitterURLCorpus":85.98}
{"index":175,"Rank":81,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":85.08,"SprintDuplicateQuestions":95.29,"TwitterSemEval2015":74.16,"TwitterURLCorpus":85.79}
{"index":268,"Rank":82,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":85.07,"SprintDuplicateQuestions":88.91,"TwitterSemEval2015":80.28,"TwitterURLCorpus":86.01}
@@ -93,23 +93,23 @@
{"index":353,"Rank":93,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.89,"SprintDuplicateQuestions":92.17,"TwitterSemEval2015":75.28,"TwitterURLCorpus":87.22}
{"index":189,"Rank":94,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":84.8,"SprintDuplicateQuestions":96.09,"TwitterSemEval2015":72.32,"TwitterURLCorpus":85.98}
{"index":178,"Rank":95,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":84.75,"SprintDuplicateQuestions":93.14,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":58,"Rank":96,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":272,"Rank":97,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":143,"Rank":98,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
-{"index":237,"Rank":99,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":237,"Rank":96,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":143,"Rank":97,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":272,"Rank":98,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
+{"index":58,"Rank":99,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.75,"SprintDuplicateQuestions":93.13,"TwitterSemEval2015":75.28,"TwitterURLCorpus":85.83}
{"index":216,"Rank":100,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.5,"TwitterSemEval2015":72.92,"TwitterURLCorpus":85.66}
{"index":338,"Rank":101,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.69,"SprintDuplicateQuestions":95.63,"TwitterSemEval2015":72.87,"TwitterURLCorpus":85.58}
{"index":135,"Rank":102,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.68,"SprintDuplicateQuestions":95.79,"TwitterSemEval2015":72.95,"TwitterURLCorpus":85.3}
{"index":176,"Rank":103,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.67,"SprintDuplicateQuestions":94.88,"TwitterSemEval2015":73.34,"TwitterURLCorpus":85.79}
-{"index":228,"Rank":104,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":102,"Rank":105,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":123,"Rank":106,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
-{"index":343,"Rank":107,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":102,"Rank":104,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":343,"Rank":105,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":228,"Rank":106,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
+{"index":123,"Rank":107,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.61,"SprintDuplicateQuestions":92.9,"TwitterSemEval2015":74.27,"TwitterURLCorpus":86.65}
{"index":226,"Rank":108,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":92.91,"TwitterSemEval2015":74.3,"TwitterURLCorpus":86.57}
{"index":222,"Rank":109,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":84.59,"SprintDuplicateQuestions":94.83,"TwitterSemEval2015":72.55,"TwitterURLCorpus":86.38}
{"index":276,"Rank":110,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":84.57,"SprintDuplicateQuestions":95.71,"TwitterSemEval2015":72.47,"TwitterURLCorpus":85.52}
-{"index":234,"Rank":111,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
-{"index":193,"Rank":112,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":193,"Rank":111,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
+{"index":234,"Rank":112,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.56,"SprintDuplicateQuestions":95.62,"TwitterSemEval2015":71.62,"TwitterURLCorpus":86.44}
{"index":19,"Rank":113,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":84.53,"SprintDuplicateQuestions":94.16,"TwitterSemEval2015":75.25,"TwitterURLCorpus":84.18}
{"index":140,"Rank":114,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":84.48,"SprintDuplicateQuestions":97.32,"TwitterSemEval2015":70.29,"TwitterURLCorpus":85.83}
{"index":194,"Rank":115,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":84.44,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":72.15,"TwitterURLCorpus":86.05}
@@ -121,13 +121,13 @@
{"index":37,"Rank":121,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.95,"SprintDuplicateQuestions":96.6,"TwitterSemEval2015":69.41,"TwitterURLCorpus":85.85}
{"index":257,"Rank":122,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.85,"SprintDuplicateQuestions":94.55,"TwitterSemEval2015":72.23,"TwitterURLCorpus":84.77}
{"index":223,"Rank":123,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":83.67,"SprintDuplicateQuestions":95.93,"TwitterSemEval2015":69.68,"TwitterURLCorpus":85.41}
-{"index":142,"Rank":124,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":65,"Rank":124,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
{"index":191,"Rank":125,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
-{"index":65,"Rank":126,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
+{"index":142,"Rank":126,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.65,"SprintDuplicateQuestions":94.87,"TwitterSemEval2015":70.25,"TwitterURLCorpus":85.83}
{"index":339,"Rank":127,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.58,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":70.34,"TwitterURLCorpus":85.72}
{"index":177,"Rank":128,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":83.57,"SprintDuplicateQuestions":93.02,"TwitterSemEval2015":72.21,"TwitterURLCorpus":85.48}
-{"index":224,"Rank":129,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
-{"index":278,"Rank":130,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
+{"index":278,"Rank":129,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":83.54,"SprintDuplicateQuestions":95.57,"TwitterSemEval2015":70.12,"TwitterURLCorpus":84.92}
+{"index":224,"Rank":130,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":83.54,"SprintDuplicateQuestions":91.45,"TwitterSemEval2015":73.23,"TwitterURLCorpus":85.93}
{"index":166,"Rank":131,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":83.51,"SprintDuplicateQuestions":90.35,"TwitterSemEval2015":73.99,"TwitterURLCorpus":86.2}
{"index":133,"Rank":132,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.39,"SprintDuplicateQuestions":94.14,"TwitterSemEval2015":70.46,"TwitterURLCorpus":85.58}
{"index":78,"Rank":133,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":83.32,"SprintDuplicateQuestions":95.12,"TwitterSemEval2015":69.78,"TwitterURLCorpus":85.07}
@@ -153,8 +153,8 @@
{"index":148,"Rank":153,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":82.11,"SprintDuplicateQuestions":93.23,"TwitterSemEval2015":69.6,"TwitterURLCorpus":83.49}
{"index":114,"Rank":154,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
{"index":337,"Rank":155,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.07,"SprintDuplicateQuestions":95.28,"TwitterSemEval2015":65.78,"TwitterURLCorpus":85.15}
-{"index":112,"Rank":156,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
-{"index":334,"Rank":157,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":334,"Rank":156,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
+{"index":112,"Rank":157,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":82.02,"SprintDuplicateQuestions":94.67,"TwitterSemEval2015":66.17,"TwitterURLCorpus":85.21}
{"index":92,"Rank":158,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":82.0,"SprintDuplicateQuestions":93.84,"TwitterSemEval2015":66.87,"TwitterURLCorpus":85.29}
{"index":220,"Rank":159,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.93,"SprintDuplicateQuestions":94.59,"TwitterSemEval2015":67.01,"TwitterURLCorpus":84.2}
{"index":139,"Rank":160,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":81.9,"SprintDuplicateQuestions":94.93,"TwitterSemEval2015":65.31,"TwitterURLCorpus":85.46}
@@ -241,8 +241,8 @@
{"index":160,"Rank":241,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.4,"SprintDuplicateQuestions":77.08,"TwitterSemEval2015":53.58,"TwitterURLCorpus":83.53}
{"index":284,"Rank":242,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.07,"SprintDuplicateQuestions":75.39,"TwitterSemEval2015":58.93,"TwitterURLCorpus":78.9}
{"index":11,"Rank":243,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":69.84,"SprintDuplicateQuestions":68.48,"TwitterSemEval2015":59.57,"TwitterURLCorpus":81.47}
-{"index":282,"Rank":244,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
-{"index":281,"Rank":245,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
+{"index":281,"Rank":244,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
+{"index":282,"Rank":245,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.76,"SprintDuplicateQuestions":72.53,"TwitterSemEval2015":53.83,"TwitterURLCorpus":70.93}
{"index":253,"Rank":246,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.37,"SprintDuplicateQuestions":71.63,"TwitterSemEval2015":43.25,"TwitterURLCorpus":69.22}
{"index":307,"Rank":247,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.02,"SprintDuplicateQuestions":52.99,"TwitterSemEval2015":55.48,"TwitterURLCorpus":71.58}
{"index":291,"Rank":248,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.62,"SprintDuplicateQuestions":52.46,"TwitterSemEval2015":54.83,"TwitterURLCorpus":71.57}
diff --git a/boards_data/en/data_tasks/Reranking/default.jsonl b/boards_data/en/data_tasks/Reranking/default.jsonl
index 75a929d6c793a1bcb00c834b8659fe1c590ebab9..e54e70ecf6748f9002a75cec1d4ba1cd05da7eae 100644
--- a/boards_data/en/data_tasks/Reranking/default.jsonl
+++ b/boards_data/en/data_tasks/Reranking/default.jsonl
@@ -13,14 +13,14 @@
{"index":212,"Rank":13,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.11,"AskUbuntuDupQuestions":65.16,"MindSmallReranking":32.54,"SciDocsRR":87.53,"StackOverflowDupQuestions":55.22}
{"index":6,"Rank":14,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.09,"AskUbuntuDupQuestions":64.92,"MindSmallReranking":30.97,"SciDocsRR":89.34,"StackOverflowDupQuestions":55.11}
{"index":134,"Rank":15,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.05,"AskUbuntuDupQuestions":64.7,"MindSmallReranking":32.82,"SciDocsRR":87.8,"StackOverflowDupQuestions":54.88}
-{"index":106,"Rank":16,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
-{"index":204,"Rank":17,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
-{"index":241,"Rank":18,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
+{"index":204,"Rank":16,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
+{"index":106,"Rank":17,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
+{"index":23,"Rank":18,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
{"index":240,"Rank":19,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":23,"Rank":20,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
+{"index":241,"Rank":20,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
{"index":324,"Rank":21,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":60.0,"AskUbuntuDupQuestions":64.42,"MindSmallReranking":32.78,"SciDocsRR":87.61,"StackOverflowDupQuestions":55.19}
-{"index":16,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
-{"index":107,"Rank":23,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
+{"index":107,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
+{"index":16,"Rank":23,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
{"index":59,"Rank":24,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.97,"AskUbuntuDupQuestions":64.29,"MindSmallReranking":32.66,"SciDocsRR":87.65,"StackOverflowDupQuestions":55.28}
{"index":120,"Rank":25,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.88,"AskUbuntuDupQuestions":64.2,"MindSmallReranking":32.51,"SciDocsRR":87.49,"StackOverflowDupQuestions":55.32}
{"index":187,"Rank":26,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":59.86,"AskUbuntuDupQuestions":64.32,"MindSmallReranking":32.27,"SciDocsRR":87.47,"StackOverflowDupQuestions":55.4}
@@ -37,13 +37,13 @@
{"index":215,"Rank":37,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.94,"AskUbuntuDupQuestions":62.39,"MindSmallReranking":31.89,"SciDocsRR":87.05,"StackOverflowDupQuestions":54.45}
{"index":211,"Rank":38,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":58.94,"AskUbuntuDupQuestions":63.77,"MindSmallReranking":31.85,"SciDocsRR":86.98,"StackOverflowDupQuestions":53.16}
{"index":1,"Rank":39,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":58.9,"AskUbuntuDupQuestions":64.4,"MindSmallReranking":33.07,"SciDocsRR":83.59,"StackOverflowDupQuestions":54.56}
-{"index":137,"Rank":40,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":280,"Rank":41,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":199,"Rank":42,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":197,"Rank":43,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":200,"Rank":44,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":198,"Rank":45,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
-{"index":21,"Rank":46,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":200,"Rank":40,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":198,"Rank":41,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":21,"Rank":42,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":137,"Rank":43,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":199,"Rank":44,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":280,"Rank":45,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
+{"index":197,"Rank":46,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
{"index":169,"Rank":47,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":58.78,"AskUbuntuDupQuestions":62.72,"MindSmallReranking":31.91,"SciDocsRR":86.66,"StackOverflowDupQuestions":53.81}
{"index":276,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":58.61,"AskUbuntuDupQuestions":61.8,"MindSmallReranking":32.54,"SciDocsRR":87.08,"StackOverflowDupQuestions":53.01}
{"index":179,"Rank":49,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.58,"AskUbuntuDupQuestions":63.89,"MindSmallReranking":33.09,"SciDocsRR":85.87,"StackOverflowDupQuestions":51.45}
@@ -67,14 +67,14 @@
{"index":18,"Rank":67,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":57.66,"AskUbuntuDupQuestions":61.83,"MindSmallReranking":31.34,"SciDocsRR":85.17,"StackOverflowDupQuestions":52.29}
{"index":167,"Rank":68,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":57.54,"AskUbuntuDupQuestions":64.3,"MindSmallReranking":31.68,"SciDocsRR":82.0,"StackOverflowDupQuestions":52.17}
{"index":130,"Rank":69,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.5,"AskUbuntuDupQuestions":63.29,"MindSmallReranking":31.3,"SciDocsRR":80.67,"StackOverflowDupQuestions":54.75}
-{"index":196,"Rank":70,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":57.47,"AskUbuntuDupQuestions":61.88,"MindSmallReranking":31.75,"SciDocsRR":84.15,"StackOverflowDupQuestions":52.09}
-{"index":20,"Rank":71,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":57.47,"AskUbuntuDupQuestions":61.88,"MindSmallReranking":31.75,"SciDocsRR":84.15,"StackOverflowDupQuestions":52.09}
+{"index":20,"Rank":70,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":57.47,"AskUbuntuDupQuestions":61.88,"MindSmallReranking":31.75,"SciDocsRR":84.15,"StackOverflowDupQuestions":52.09}
+{"index":196,"Rank":71,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":57.47,"AskUbuntuDupQuestions":61.88,"MindSmallReranking":31.75,"SciDocsRR":84.15,"StackOverflowDupQuestions":52.09}
{"index":69,"Rank":72,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":57.38,"AskUbuntuDupQuestions":63.13,"MindSmallReranking":31.34,"SciDocsRR":84.03,"StackOverflowDupQuestions":51.02}
{"index":168,"Rank":73,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":57.29,"AskUbuntuDupQuestions":65.35,"MindSmallReranking":31.81,"SciDocsRR":79.49,"StackOverflowDupQuestions":52.52}
{"index":216,"Rank":74,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.18,"AskUbuntuDupQuestions":60.23,"MindSmallReranking":31.71,"SciDocsRR":84.46,"StackOverflowDupQuestions":52.32}
{"index":203,"Rank":75,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.12,"AskUbuntuDupQuestions":62.73,"MindSmallReranking":30.81,"SciDocsRR":85.11,"StackOverflowDupQuestions":49.85}
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@@ -85,38 +85,38 @@
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{"index":202,"Rank":116,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.6,"AskUbuntuDupQuestions":61.11,"MindSmallReranking":28.83,"SciDocsRR":85.93,"StackOverflowDupQuestions":46.52}
{"index":201,"Rank":117,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.5,"AskUbuntuDupQuestions":58.96,"MindSmallReranking":29.32,"SciDocsRR":88.03,"StackOverflowDupQuestions":45.71}
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{"index":110,"Rank":120,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
{"index":333,"Rank":121,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.46,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":29.08,"SciDocsRR":81.56,"StackOverflowDupQuestions":50.87}
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@@ -126,8 +126,8 @@
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{"index":193,"Rank":127,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
{"index":234,"Rank":128,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.32,"AskUbuntuDupQuestions":61.19,"MindSmallReranking":30.61,"SciDocsRR":79.3,"StackOverflowDupQuestions":50.18}
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+{"index":337,"Rank":130,"Model":"snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":55.31,"AskUbuntuDupQuestions":61.15,"MindSmallReranking":30.6,"SciDocsRR":79.34,"StackOverflowDupQuestions":50.16}
{"index":148,"Rank":131,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":55.24,"AskUbuntuDupQuestions":60.35,"MindSmallReranking":30.98,"SciDocsRR":81.45,"StackOverflowDupQuestions":48.17}
{"index":225,"Rank":132,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":55.18,"AskUbuntuDupQuestions":61.34,"MindSmallReranking":30.04,"SciDocsRR":79.4,"StackOverflowDupQuestions":49.95}
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@@ -137,9 +137,9 @@
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{"index":91,"Rank":139,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":54.67,"AskUbuntuDupQuestions":59.63,"MindSmallReranking":31.72,"SciDocsRR":77.72,"StackOverflowDupQuestions":49.61}
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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 22f7dcc02b99a30b87e9377e6efc78b6e70af2dc..ba8e25e588a8f4bae36f085e6ff907264393cb52 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -10,8 +10,8 @@
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@@ -24,21 +24,21 @@
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@@ -48,44 +48,44 @@
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{"index":225,"Rank":89,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":50.81,"ArguAna":45.44,"ClimateFEVER":39.63,"CQADupstackRetrieval":37.61,"DBPedia":39.42,"FEVER":84.4,"FiQA2018":35.0,"HotpotQA":67.78,"MSMARCO":41.38,"NFCorpus":32.54,"NQ":57.1,"QuoraRetrieval":87.65,"SCIDOCS":16.76,"SciFact":68.24,"Touche2020":28.49,"TRECCOVID":80.65}
{"index":274,"Rank":90,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Average":50.78,"ArguAna":48.27,"ClimateFEVER":29.61,"CQADupstackRetrieval":35.76,"DBPedia":40.51,"FEVER":80.14,"FiQA2018":41.08,"HotpotQA":63.19,"MSMARCO":42.72,"NFCorpus":37.82,"NQ":56.39,"QuoraRetrieval":88.1,"SCIDOCS":17.48,"SciFact":71.63,"Touche2020":25.66,"TRECCOVID":83.4}
{"index":173,"Rank":91,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.56,"ArguAna":46.42,"ClimateFEVER":22.21,"CQADupstackRetrieval":37.89,"DBPedia":44.02,"FEVER":82.83,"FiQA2018":41.14,"HotpotQA":73.13,"MSMARCO":43.46,"NFCorpus":37.13,"NQ":63.44,"QuoraRetrieval":86.84,"SCIDOCS":20.51,"SciFact":72.24,"Touche2020":20.67,"TRECCOVID":66.54}
@@ -162,8 +162,8 @@
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{"index":290,"Rank":163,"Model":"lma-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.94,"ArguAna":44.67,"ClimateFEVER":17.4,"CQADupstackRetrieval":24.45,"DBPedia":24.09,"FEVER":30.53,"FiQA2018":17.3,"HotpotQA":32.53,"MSMARCO":13.78,"NFCorpus":27.62,"NQ":18.89,"QuoraRetrieval":82.17,"SCIDOCS":13.25,"SciFact":52.97,"Touche2020":20.21,"TRECCOVID":44.29}
{"index":308,"Rank":164,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":30.31,"ArguAna":44.24,"ClimateFEVER":17.06,"CQADupstackRetrieval":24.68,"DBPedia":23.44,"FEVER":28.08,"FiQA2018":16.64,"HotpotQA":32.99,"MSMARCO":14.81,"NFCorpus":25.42,"NQ":20.96,"QuoraRetrieval":81.17,"SCIDOCS":12.51,"SciFact":49.82,"Touche2020":22.36,"TRECCOVID":40.45}
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{"index":302,"Rank":169,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.91,"ArguAna":44.29,"ClimateFEVER":19.35,"CQADupstackRetrieval":22.64,"DBPedia":23.52,"FEVER":30.14,"FiQA2018":14.96,"HotpotQA":29.58,"MSMARCO":13.66,"NFCorpus":27.19,"NQ":19.49,"QuoraRetrieval":80.79,"SCIDOCS":12.06,"SciFact":46.88,"Touche2020":20.95,"TRECCOVID":43.1}
@@ -176,8 +176,8 @@
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{"index":318,"Rank":177,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":28.14,"ArguAna":46.37,"ClimateFEVER":18.22,"CQADupstackRetrieval":22.23,"DBPedia":21.61,"FEVER":23.04,"FiQA2018":16.07,"HotpotQA":24.02,"MSMARCO":12.8,"NFCorpus":23.65,"NQ":17.08,"QuoraRetrieval":80.23,"SCIDOCS":12.42,"SciFact":41.84,"Touche2020":20.43,"TRECCOVID":42.1}
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{"index":315,"Rank":181,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.58,"ArguAna":42.41,"ClimateFEVER":19.87,"CQADupstackRetrieval":20.44,"DBPedia":24.16,"FEVER":28.06,"FiQA2018":14.16,"HotpotQA":31.33,"MSMARCO":9.36,"NFCorpus":22.77,"NQ":19.33,"QuoraRetrieval":67.71,"SCIDOCS":11.49,"SciFact":39.41,"Touche2020":22.09,"TRECCOVID":41.13}
{"index":305,"Rank":182,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.43,"ArguAna":38.47,"ClimateFEVER":15.04,"CQADupstackRetrieval":20.83,"DBPedia":21.54,"FEVER":25.77,"FiQA2018":12.85,"HotpotQA":29.94,"MSMARCO":13.24,"NFCorpus":22.33,"NQ":18.12,"QuoraRetrieval":78.48,"SCIDOCS":10.86,"SciFact":45.15,"Touche2020":19.46,"TRECCOVID":39.35}
{"index":304,"Rank":183,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":27.11,"ArguAna":42.52,"ClimateFEVER":15.13,"CQADupstackRetrieval":22.28,"DBPedia":20.49,"FEVER":22.63,"FiQA2018":13.62,"HotpotQA":26.88,"MSMARCO":12.48,"NFCorpus":22.5,"NQ":18.52,"QuoraRetrieval":78.16,"SCIDOCS":11.21,"SciFact":43.38,"Touche2020":20.86,"TRECCOVID":35.98}
diff --git a/boards_data/en/data_tasks/STS/default.jsonl b/boards_data/en/data_tasks/STS/default.jsonl
index 6585819a99fcb78950bd17ac6a496ab0b17b3a0d..bd2960d9b7bfc059a0e55836846cadb80f618b6a 100644
--- a/boards_data/en/data_tasks/STS/default.jsonl
+++ b/boards_data/en/data_tasks/STS/default.jsonl
@@ -32,14 +32,14 @@
{"index":193,"Rank":32,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":83.49,"BIOSSES":83.05,"SICK-R":83.01,"STS12":81.62,"STS13":86.82,"STS14":83.56,"STS15":88.75,"STS16":86.03,"STS17 (en-en)":88.56,"STS22 (en)":65.62,"STSBenchmark":87.84}
{"index":47,"Rank":33,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":83.35,"BIOSSES":86.32,"SICK-R":83.13,"STS12":77.34,"STS13":85.04,"STS14":82.91,"STS15":88.13,"STS16":86.24,"STS17 (en-en)":90.14,"STS22 (en)":68.63,"STSBenchmark":85.64}
{"index":277,"Rank":34,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
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@@ -51,8 +51,8 @@
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@@ -61,32 +61,32 @@
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@@ -98,10 +98,10 @@
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@@ -114,16 +114,16 @@
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{"index":93,"Rank":129,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":80.53,"BIOSSES":79.5,"SICK-R":79.59,"STS12":74.29,"STS13":85.35,"STS14":79.21,"STS15":85.52,"STS16":82.54,"STS17 (en-en)":90.44,"STS22 (en)":63.2,"STSBenchmark":85.67}
@@ -137,8 +137,8 @@
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+{"index":185,"Rank":140,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.93,"BIOSSES":84.44,"SICK-R":78.53,"STS12":74.07,"STS13":81.81,"STS14":77.05,"STS15":84.61,"STS16":83.09,"STS17 (en-en)":89.15,"STS22 (en)":62.92,"STSBenchmark":83.63}
+{"index":188,"Rank":141,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":79.93,"BIOSSES":83.58,"SICK-R":79.14,"STS12":75.06,"STS13":80.86,"STS14":76.13,"STS15":85.55,"STS16":81.21,"STS17 (en-en)":88.98,"STS22 (en)":66.22,"STSBenchmark":82.57}
{"index":78,"Rank":142,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":79.89,"BIOSSES":87.32,"SICK-R":75.63,"STS12":68.58,"STS13":80.54,"STS14":77.63,"STS15":86.16,"STS16":82.82,"STS17 (en-en)":88.57,"STS22 (en)":67.39,"STSBenchmark":84.25}
{"index":250,"Rank":143,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":79.8,"BIOSSES":83.57,"SICK-R":79.32,"STS12":73.08,"STS13":82.13,"STS14":76.73,"STS15":85.58,"STS16":80.23,"STS17 (en-en)":88.63,"STS22 (en)":65.67,"STSBenchmark":83.09}
{"index":227,"Rank":144,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":79.79,"BIOSSES":77.18,"SICK-R":78.76,"STS12":77.3,"STS13":84.18,"STS14":79.37,"STS15":84.69,"STS16":83.36,"STS17 (en-en)":85.73,"STS22 (en)":63.83,"STSBenchmark":83.46}
@@ -191,8 +191,8 @@
{"index":66,"Rank":191,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.11,"BIOSSES":65.29,"SICK-R":76.01,"STS12":71.25,"STS13":78.4,"STS14":74.23,"STS15":81.41,"STS16":79.13,"STS17 (en-en)":85.4,"STS22 (en)":58.63,"STSBenchmark":81.34}
{"index":111,"Rank":192,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.03,"BIOSSES":86.62,"SICK-R":69.12,"STS12":66.97,"STS13":79.12,"STS14":68.51,"STS15":79.92,"STS16":78.66,"STS17 (en-en)":81.46,"STS22 (en)":65.84,"STSBenchmark":74.1}
{"index":306,"Rank":193,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.02,"BIOSSES":80.33,"SICK-R":67.55,"STS12":67.79,"STS13":78.88,"STS14":74.76,"STS15":81.85,"STS16":77.62,"STS17 (en-en)":85.2,"STS22 (en)":59.85,"STSBenchmark":76.4}
-{"index":310,"Rank":194,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
-{"index":311,"Rank":195,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
+{"index":311,"Rank":194,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
+{"index":310,"Rank":195,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.97,"BIOSSES":79.8,"SICK-R":67.29,"STS12":66.18,"STS13":79.37,"STS14":75.07,"STS15":81.8,"STS16":77.64,"STS17 (en-en)":85.41,"STS22 (en)":60.23,"STSBenchmark":76.95}
{"index":304,"Rank":196,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.78,"BIOSSES":79.26,"SICK-R":67.71,"STS12":66.79,"STS13":79.28,"STS14":74.68,"STS15":81.28,"STS16":76.89,"STS17 (en-en)":84.58,"STS22 (en)":60.54,"STSBenchmark":76.76}
{"index":90,"Rank":197,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":74.71,"BIOSSES":70.93,"SICK-R":74.57,"STS12":69.17,"STS13":77.23,"STS14":70.99,"STS15":79.74,"STS16":77.93,"STS17 (en-en)":87.33,"STS22 (en)":59.64,"STSBenchmark":79.54}
{"index":302,"Rank":198,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.48,"BIOSSES":78.57,"SICK-R":67.85,"STS12":66.9,"STS13":77.76,"STS14":74.48,"STS15":81.41,"STS16":76.26,"STS17 (en-en)":84.22,"STS22 (en)":60.64,"STSBenchmark":76.7}
@@ -224,9 +224,9 @@
{"index":283,"Rank":224,"Model":"ft-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.4,"BIOSSES":70.16,"SICK-R":61.46,"STS12":53.35,"STS13":71.89,"STS14":66.63,"STS15":74.83,"STS16":73.94,"STS17 (en-en)":77.7,"STS22 (en)":59.06,"STSBenchmark":65.01}
{"index":160,"Rank":225,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.23,"BIOSSES":79.11,"SICK-R":62.94,"STS12":65.46,"STS13":62.79,"STS14":57.54,"STS15":74.25,"STS16":75.73,"STS17 (en-en)":79.94,"STS22 (en)":47.12,"STSBenchmark":67.39}
{"index":315,"Rank":226,"Model":"s2v-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.91,"BIOSSES":59.27,"SICK-R":63.23,"STS12":54.2,"STS13":65.7,"STS14":65.99,"STS15":77.16,"STS16":69.93,"STS17 (en-en)":83.15,"STS22 (en)":61.85,"STSBenchmark":68.67}
-{"index":317,"Rank":227,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":314,"Rank":228,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
-{"index":313,"Rank":229,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":314,"Rank":227,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":313,"Rank":228,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
+{"index":317,"Rank":229,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.8,"BIOSSES":55.2,"SICK-R":63.19,"STS12":54.06,"STS13":66.29,"STS14":65.84,"STS15":78.0,"STS16":70.64,"STS17 (en-en)":82.23,"STS22 (en)":54.53,"STSBenchmark":68.04}
{"index":11,"Rank":230,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":63.27,"BIOSSES":62.01,"SICK-R":62.86,"STS12":62.6,"STS13":59.62,"STS14":57.03,"STS15":71.57,"STS16":70.75,"STS17 (en-en)":76.73,"STS22 (en)":39.76,"STSBenchmark":69.77}
{"index":284,"Rank":231,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"BIOSSES":56.88,"SICK-R":60.71,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":71.84,"STS22 (en)":52.55,"STSBenchmark":60.17}
{"index":281,"Rank":232,"Model":"fasttext<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.82,"BIOSSES":62.98,"SICK-R":60.09,"STS12":57.23,"STS13":69.2,"STS14":62.76,"STS15":72.99,"STS16":64.16,"STS17 (en-en)":70.23,"STS22 (en)":52.14,"STSBenchmark":56.45}
diff --git a/boards_data/en/data_tasks/Summarization/default.jsonl b/boards_data/en/data_tasks/Summarization/default.jsonl
index 24a99c50283dd24082d44c4608cbf5056ac8a6fb..ff5738d14c19b65e13a0d5637991d3f555bb9494 100644
--- a/boards_data/en/data_tasks/Summarization/default.jsonl
+++ b/boards_data/en/data_tasks/Summarization/default.jsonl
@@ -17,17 +17,17 @@
{"index":299,"Rank":17,"Model":"mpn-nobivec<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.68}
{"index":158,"Rank":18,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"SummEval":31.66}
{"index":277,"Rank":19,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.66}
-{"index":241,"Rank":20,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
-{"index":23,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":240,"Rank":22,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
-{"index":187,"Rank":23,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
-{"index":129,"Rank":24,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
-{"index":327,"Rank":25,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
+{"index":23,"Rank":20,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
+{"index":187,"Rank":21,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.61}
+{"index":241,"Rank":22,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
+{"index":240,"Rank":23,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.61}
+{"index":327,"Rank":24,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
+{"index":129,"Rank":25,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.6}
{"index":192,"Rank":26,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.6}
{"index":264,"Rank":27,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":31.57}
-{"index":65,"Rank":28,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":142,"Rank":29,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
-{"index":191,"Rank":30,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
+{"index":142,"Rank":28,"Model":"jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
+{"index":191,"Rank":29,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":31.55}
+{"index":65,"Rank":30,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.55}
{"index":211,"Rank":31,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":31.55}
{"index":174,"Rank":32,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.53}
{"index":157,"Rank":33,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"SummEval":31.49}
@@ -35,52 +35,52 @@
{"index":92,"Rank":35,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":31.46}
{"index":72,"Rank":36,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"SummEval":31.45}
{"index":341,"Rank":37,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.42}
-{"index":284,"Rank":38,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
-{"index":285,"Rank":39,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
-{"index":175,"Rank":40,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
-{"index":265,"Rank":41,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
-{"index":334,"Rank":42,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
-{"index":70,"Rank":43,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
-{"index":112,"Rank":44,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
+{"index":285,"Rank":38,"Model":"ft-lower-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
+{"index":284,"Rank":39,"Model":"ft-lower<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.41}
+{"index":265,"Rank":40,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.39}
+{"index":175,"Rank":41,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.39}
+{"index":70,"Rank":42,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":31.38}
+{"index":112,"Rank":43,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.38}
+{"index":334,"Rank":44,"Model":"snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.38}
{"index":17,"Rank":45,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEval":31.35}
{"index":35,"Rank":46,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.29}
{"index":222,"Rank":47,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.28}
{"index":78,"Rank":48,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.27}
{"index":190,"Rank":49,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":31.25}
-{"index":76,"Rank":50,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
-{"index":49,"Rank":51,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
+{"index":49,"Rank":50,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"SummEval":31.23}
+{"index":76,"Rank":51,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"SummEval":31.23}
{"index":133,"Rank":52,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":31.22}
-{"index":25,"Rank":53,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
-{"index":230,"Rank":54,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
-{"index":18,"Rank":55,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
+{"index":230,"Rank":53,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":31.2}
+{"index":25,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEval":31.2}
+{"index":276,"Rank":55,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
{"index":107,"Rank":56,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.17}
-{"index":276,"Rank":57,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":16,"Rank":58,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
-{"index":235,"Rank":59,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
-{"index":116,"Rank":60,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
-{"index":176,"Rank":61,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.16}
-{"index":105,"Rank":62,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":16,"Rank":57,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"SummEval":31.17}
+{"index":235,"Rank":58,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.17}
+{"index":18,"Rank":59,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":31.17}
+{"index":105,"Rank":60,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":31.16}
+{"index":116,"Rank":61,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":31.16}
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{"index":236,"Rank":63,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.15}
-{"index":135,"Rank":64,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
-{"index":61,"Rank":65,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
-{"index":125,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
+{"index":125,"Rank":64,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":31.14}
+{"index":135,"Rank":65,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":31.14}
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{"index":356,"Rank":67,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.12}
{"index":183,"Rank":68,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.1}
-{"index":200,"Rank":69,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":280,"Rank":70,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":280,"Rank":69,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":137,"Rank":70,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
{"index":21,"Rank":71,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"SummEval":31.07}
-{"index":198,"Rank":72,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":197,"Rank":72,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
{"index":199,"Rank":73,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":197,"Rank":74,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
-{"index":137,"Rank":75,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.07}
-{"index":249,"Rank":76,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
-{"index":155,"Rank":77,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
+{"index":200,"Rank":74,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":198,"Rank":75,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.07}
+{"index":155,"Rank":76,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":31.05}
+{"index":249,"Rank":77,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"SummEval":31.05}
{"index":91,"Rank":78,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"SummEval":31.03}
-{"index":307,"Rank":79,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.03}
-{"index":357,"Rank":80,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
-{"index":201,"Rank":81,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
+{"index":357,"Rank":79,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":31.03}
+{"index":307,"Rank":80,"Model":"nmc-cls-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.03}
+{"index":9,"Rank":81,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
{"index":170,"Rank":82,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":31.01}
-{"index":9,"Rank":83,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"SummEval":31.01}
+{"index":201,"Rank":83,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":31.01}
{"index":38,"Rank":84,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.99}
{"index":64,"Rank":85,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.98}
{"index":8,"Rank":86,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.97}
@@ -92,22 +92,22 @@
{"index":19,"Rank":92,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"SummEval":30.91}
{"index":132,"Rank":93,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.87}
{"index":302,"Rank":94,"Model":"mxb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.86}
-{"index":6,"Rank":95,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":333,"Rank":96,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
-{"index":110,"Rank":97,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
+{"index":110,"Rank":95,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"SummEval":30.84}
+{"index":6,"Rank":96,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
+{"index":333,"Rank":97,"Model":"snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.84}
{"index":239,"Rank":98,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.83}
-{"index":204,"Rank":99,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
-{"index":106,"Rank":100,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.82}
+{"index":106,"Rank":99,"Model":"ember-v1-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.82}
+{"index":204,"Rank":100,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.82}
{"index":251,"Rank":101,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"SummEval":30.81}
{"index":353,"Rank":102,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.8}
{"index":322,"Rank":103,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.79}
{"index":22,"Rank":104,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.77}
-{"index":195,"Rank":105,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
-{"index":305,"Rank":106,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.73}
+{"index":305,"Rank":105,"Model":"nmc-cls-noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.73}
+{"index":195,"Rank":106,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.73}
{"index":223,"Rank":107,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.72}
{"index":104,"Rank":108,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.71}
-{"index":188,"Rank":109,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
-{"index":81,"Rank":110,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
+{"index":81,"Rank":109,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.71}
+{"index":188,"Rank":110,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.71}
{"index":231,"Rank":111,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"SummEval":30.7}
{"index":263,"Rank":112,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.67}
{"index":260,"Rank":113,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.64}
@@ -117,10 +117,10 @@
{"index":136,"Rank":117,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.6}
{"index":20,"Rank":118,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
{"index":196,"Rank":119,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEval":30.58}
-{"index":297,"Rank":120,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.57}
-{"index":325,"Rank":121,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
-{"index":194,"Rank":122,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
-{"index":160,"Rank":123,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
+{"index":325,"Rank":120,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.57}
+{"index":297,"Rank":121,"Model":"mpn<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.57}
+{"index":160,"Rank":122,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.56}
+{"index":194,"Rank":123,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.56}
{"index":300,"Rank":124,"Model":"mpn-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.53}
{"index":86,"Rank":125,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":30.52}
{"index":301,"Rank":126,"Model":"mpn-wordpca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.5}
@@ -130,13 +130,13 @@
{"index":88,"Rank":130,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"SummEval":30.43}
{"index":278,"Rank":131,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.42}
{"index":37,"Rank":132,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.41}
-{"index":102,"Rank":133,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":123,"Rank":134,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":343,"Rank":135,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":228,"Rank":136,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
-{"index":319,"Rank":137,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
-{"index":179,"Rank":138,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":30.39}
-{"index":47,"Rank":139,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"SummEval":30.39}
+{"index":343,"Rank":133,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":319,"Rank":134,"Model":"un-sim<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":228,"Rank":135,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.4}
+{"index":102,"Rank":136,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":123,"Rank":137,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.4}
+{"index":47,"Rank":138,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"SummEval":30.39}
+{"index":179,"Rank":139,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":30.39}
{"index":93,"Rank":140,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"SummEval":30.38}
{"index":229,"Rank":141,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.36}
{"index":282,"Rank":142,"Model":"ft-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.33}
@@ -144,35 +144,35 @@
{"index":111,"Rank":144,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"SummEval":30.31}
{"index":79,"Rank":145,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"SummEval":30.3}
{"index":306,"Rank":146,"Model":"nmc-cls-nobiv<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.29}
-{"index":171,"Rank":147,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
-{"index":159,"Rank":148,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
+{"index":159,"Rank":147,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"SummEval":30.28}
+{"index":171,"Rank":148,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":30.28}
{"index":291,"Rank":149,"Model":"lma-nopca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.27}
-{"index":304,"Rank":150,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.26}
-{"index":90,"Rank":151,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.26}
-{"index":60,"Rank":152,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
+{"index":90,"Rank":150,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.26}
+{"index":60,"Rank":151,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.26}
+{"index":304,"Rank":152,"Model":"nmc-cls-300_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.26}
{"index":202,"Rank":153,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.25}
{"index":177,"Rank":154,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEval":30.23}
{"index":259,"Rank":155,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"SummEval":30.21}
-{"index":74,"Rank":156,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
-{"index":173,"Rank":157,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
-{"index":57,"Rank":158,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
-{"index":296,"Rank":159,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
+{"index":57,"Rank":156,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
+{"index":74,"Rank":157,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"SummEval":30.19}
+{"index":296,"Rank":158,"Model":"lma_noabtt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.19}
+{"index":173,"Rank":159,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":30.19}
{"index":36,"Rank":160,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.18}
-{"index":309,"Rank":161,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
-{"index":308,"Rank":162,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
-{"index":311,"Rank":163,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
-{"index":310,"Rank":164,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":310,"Rank":161,"Model":"nmc-prmt-and-emb<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":311,"Rank":162,"Model":"nmc-prmt-and-emb-150k<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":309,"Rank":163,"Model":"nmc-prmpt<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
+{"index":308,"Rank":164,"Model":"nmc-pmpt_correct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
{"index":303,"Rank":165,"Model":"nmc-cls<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.15}
{"index":26,"Rank":166,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"SummEval":30.12}
{"index":316,"Rank":167,"Model":"sup-cse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.11}
{"index":115,"Rank":168,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":30.1}
{"index":271,"Rank":169,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.1}
-{"index":29,"Rank":170,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":28,"Rank":171,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":31,"Rank":172,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
-{"index":30,"Rank":173,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":221,"Rank":170,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":31,"Rank":171,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":29,"Rank":172,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":28,"Rank":173,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
{"index":268,"Rank":174,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"SummEval":30.08}
-{"index":221,"Rank":175,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
+{"index":30,"Rank":175,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"SummEval":30.08}
{"index":283,"Rank":176,"Model":"ft-gcp-pca<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":30.07}
{"index":225,"Rank":177,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":30.05}
{"index":180,"Rank":178,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":30.04}
@@ -186,8 +186,8 @@
{"index":117,"Rank":186,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.87}
{"index":234,"Rank":187,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.87}
{"index":193,"Rank":188,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"SummEval":29.87}
-{"index":166,"Rank":189,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
-{"index":189,"Rank":190,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
+{"index":189,"Rank":189,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.85}
+{"index":166,"Rank":190,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.85}
{"index":131,"Rank":191,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"SummEval":29.83}
{"index":138,"Rank":192,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.82}
{"index":48,"Rank":193,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"SummEval":29.82}
@@ -195,25 +195,25 @@
{"index":331,"Rank":195,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.78}
{"index":323,"Rank":196,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.71}
{"index":89,"Rank":197,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.71}
-{"index":237,"Rank":198,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":143,"Rank":199,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":272,"Rank":200,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
-{"index":58,"Rank":201,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":143,"Rank":198,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":237,"Rank":199,"Model":"multilingual-e5-large-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":58,"Rank":200,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
+{"index":272,"Rank":201,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.69}
{"index":257,"Rank":202,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.67}
-{"index":178,"Rank":203,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.64}
-{"index":266,"Rank":204,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":266,"Rank":203,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.64}
+{"index":178,"Rank":204,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEval":29.64}
{"index":224,"Rank":205,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEval":29.59}
-{"index":314,"Rank":206,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":317,"Rank":207,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
-{"index":313,"Rank":208,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":313,"Rank":206,"Model":"s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":314,"Rank":207,"Model":"s2v-gcp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
+{"index":317,"Rank":208,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.51}
{"index":258,"Rank":209,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"SummEval":29.5}
{"index":261,"Rank":210,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"SummEval":29.5}
{"index":118,"Rank":211,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"SummEval":29.47}
{"index":320,"Rank":212,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.42}
{"index":87,"Rank":213,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"SummEval":29.33}
{"index":63,"Rank":214,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"SummEval":29.23}
-{"index":203,"Rank":215,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
-{"index":147,"Rank":216,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":147,"Rank":215,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"SummEval":29.02}
+{"index":203,"Rank":216,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.02}
{"index":321,"Rank":217,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEval":29.01}
{"index":254,"Rank":218,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"SummEval":28.87}
{"index":69,"Rank":219,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"SummEval":28.49}
diff --git a/boards_data/fr/data_overall/default.jsonl b/boards_data/fr/data_overall/default.jsonl
index 6bbb1b41fb9bf266291203a16c2148d16067d03b..01b2fbc1e8ba12bfda78c7153eda135841ce607e 100644
--- a/boards_data/fr/data_overall/default.jsonl
+++ b/boards_data/fr/data_overall/default.jsonl
@@ -1,5 +1,5 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (26 datasets)":70.08,"Classification Average (6 datasets)":81.62,"Clustering Average (7 datasets)":56.48,"PairClassification Average (2 datasets)":85.07,"Reranking Average (2 datasets)":85.22,"Retrieval Average (5 datasets)":63.47,"STS Average (3 datasets)":82.59,"Summarization Average (1 datasets)":31.26}
-{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average (26 datasets)":68.25,"Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":55.56,"PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (26 datasets)":70.08,"Classification Average (6 datasets)":81.62,"Clustering Average (7 datasets)":56.48,"PairClassification Average (2 datasets)":85.07,"Reranking Average (2 datasets)":85.22,"Retrieval Average (5 datasets)":63.47,"STS Average (3 datasets)":82.59,"Summarization Average (1 datasets)":31.26}
+{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (26 datasets)":68.25,"Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":55.56,"PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (26 datasets)":66.6,"Classification Average (6 datasets)":78.02,"Clustering Average (7 datasets)":55.01,"PairClassification Average (2 datasets)":86.88,"Reranking Average (2 datasets)":83.76,"Retrieval Average (5 datasets)":52.56,"STS Average (3 datasets)":81.26,"Summarization Average (1 datasets)":30.5}
{"index":38,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3}
{"index":27,"Rank":5,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3}
@@ -10,7 +10,7 @@
{"index":0,"Rank":10,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average (26 datasets)":59.41,"Classification Average (6 datasets)":68.61,"Clustering Average (7 datasets)":44.74,"PairClassification Average (2 datasets)":77.34,"Reranking Average (2 datasets)":80.46,"Retrieval Average (5 datasets)":46.81,"STS Average (3 datasets)":79.56,"Summarization Average (1 datasets)":31.47}
{"index":26,"Rank":11,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":59.09,"Classification Average (6 datasets)":66.74,"Clustering Average (7 datasets)":47.45,"PairClassification Average (2 datasets)":77.01,"Reranking Average (2 datasets)":77.14,"Retrieval Average (5 datasets)":44.99,"STS Average (3 datasets)":80.12,"Summarization Average (1 datasets)":30.16}
{"index":2,"Rank":12,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (26 datasets)":58.53,"Classification Average (6 datasets)":67.44,"Clustering Average (7 datasets)":45.46,"PairClassification Average (2 datasets)":76.88,"Reranking Average (2 datasets)":78.78,"Retrieval Average (5 datasets)":45.33,"STS Average (3 datasets)":77.52,"Summarization Average (1 datasets)":28.34}
-{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":58.03,"Classification Average (6 datasets)":70.02,"Clustering Average (7 datasets)":39.65,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":76.58,"Retrieval Average (5 datasets)":46.78,"STS Average (3 datasets)":80.01,"Summarization Average (1 datasets)":29.69}
+{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":58.03,"Classification Average (6 datasets)":70.02,"Clustering Average (7 datasets)":39.65,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":76.58,"Retrieval Average (5 datasets)":46.78,"STS Average (3 datasets)":80.01,"Summarization Average (1 datasets)":29.69}
{"index":84,"Rank":14,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":57.81,"Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":78.97,"Reranking Average (2 datasets)":76.76,"Retrieval Average (5 datasets)":43.84,"STS Average (3 datasets)":78.37,"Summarization Average (1 datasets)":30.39}
{"index":29,"Rank":15,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":57.77,"Classification Average (6 datasets)":65.18,"Clustering Average (7 datasets)":46.25,"PairClassification Average (2 datasets)":75.61,"Reranking Average (2 datasets)":76.0,"Retrieval Average (5 datasets)":42.92,"STS Average (3 datasets)":79.32,"Summarization Average (1 datasets)":31.55}
{"index":28,"Rank":16,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (26 datasets)":57.73,"Classification Average (6 datasets)":66.54,"Clustering Average (7 datasets)":38.61,"PairClassification Average (2 datasets)":78.3,"Reranking Average (2 datasets)":80.35,"Retrieval Average (5 datasets)":46.68,"STS Average (3 datasets)":83.08,"Summarization Average (1 datasets)":31.62}
diff --git a/boards_data/fr/data_tasks/Classification/default.jsonl b/boards_data/fr/data_tasks/Classification/default.jsonl
index b6848897239d58273629a2d91dec0fc10a9f03a8..f3ec20dbf48a90198d731de67ebe06fb4e3c1453 100644
--- a/boards_data/fr/data_tasks/Classification/default.jsonl
+++ b/boards_data/fr/data_tasks/Classification/default.jsonl
@@ -1,8 +1,8 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":81.76,"AmazonReviewsClassification (fr)":55.53,"MasakhaNEWSClassification (fra)":82.61,"MassiveIntentClassification (fr)":81.65,"MassiveScenarioClassification (fr)":86.64,"MTOPDomainClassification (fr)":96.69,"MTOPIntentClassification (fr)":87.47}
-{"index":11,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
+{"index":11,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":81.62,"AmazonReviewsClassification (fr)":55.19,"MasakhaNEWSClassification (fra)":82.49,"MassiveIntentClassification (fr)":79.6,"MassiveScenarioClassification (fr)":82.18,"MTOPDomainClassification (fr)":97.2,"MTOPIntentClassification (fr)":93.07}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
{"index":36,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":78.02,"AmazonReviewsClassification (fr)":53.47,"MasakhaNEWSClassification (fra)":85.19,"MassiveIntentClassification (fr)":76.65,"MassiveScenarioClassification (fr)":79.1,"MTOPDomainClassification (fr)":93.48,"MTOPIntentClassification (fr)":80.23}
-{"index":35,"Rank":5,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
+{"index":35,"Rank":5,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"AmazonReviewsClassification (fr)":42.08,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":67.4,"MassiveScenarioClassification (fr)":71.29,"MTOPDomainClassification (fr)":89.26,"MTOPIntentClassification (fr)":68.55}
{"index":98,"Rank":6,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.27,"AmazonReviewsClassification (fr)":43.76,"MasakhaNEWSClassification (fra)":81.52,"MassiveIntentClassification (fr)":65.42,"MassiveScenarioClassification (fr)":71.11,"MTOPDomainClassification (fr)":89.38,"MTOPIntentClassification (fr)":64.45}
{"index":27,"Rank":7,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
{"index":38,"Rank":8,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.16,"AmazonReviewsClassification (fr)":43.42,"MasakhaNEWSClassification (fra)":80.57,"MassiveIntentClassification (fr)":66.81,"MassiveScenarioClassification (fr)":72.99,"MTOPDomainClassification (fr)":88.33,"MTOPIntentClassification (fr)":62.85}
diff --git a/boards_data/fr/data_tasks/Clustering/default.jsonl b/boards_data/fr/data_tasks/Clustering/default.jsonl
index 0e3b9ca20715efb4463a1b5c07c82c1f14e5c2ab..6f8e5a711129405f94a2fdfb01268a49aa414fa3 100644
--- a/boards_data/fr/data_tasks/Clustering/default.jsonl
+++ b/boards_data/fr/data_tasks/Clustering/default.jsonl
@@ -1,4 +1,4 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":56.48,"AlloProfClusteringP2P":71.2,"AlloProfClusteringS2S":59.64,"HALClusteringS2S":28.19,"MLSUMClusteringP2P (fr)":47.75,"MLSUMClusteringS2S (fr)":47.46,"MasakhaNEWSClusteringP2P (fra)":73.86,"MasakhaNEWSClusteringS2S (fra)":67.24}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.56,"AlloProfClusteringP2P":76.06,"AlloProfClusteringS2S":64.52,"HALClusteringS2S":30.83,"MLSUMClusteringP2P (fr)":50.03,"MLSUMClusteringS2S (fr)":43.7,"MasakhaNEWSClusteringP2P (fra)":60.19,"MasakhaNEWSClusteringS2S (fra)":63.62}
{"index":8,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":55.01,"AlloProfClusteringP2P":70.55,"AlloProfClusteringS2S":55.42,"HALClusteringS2S":28.3,"MLSUMClusteringP2P (fr)":45.27,"MLSUMClusteringS2S (fr)":42.77,"MasakhaNEWSClusteringP2P (fra)":71.04,"MasakhaNEWSClusteringS2S (fra)":71.71}
{"index":38,"Rank":4,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":51.26,"AlloProfClusteringP2P":65.3,"AlloProfClusteringS2S":55.37,"HALClusteringS2S":26.27,"MLSUMClusteringP2P (fr)":42.6,"MLSUMClusteringS2S (fr)":42.92,"MasakhaNEWSClusteringP2P (fra)":71.29,"MasakhaNEWSClusteringS2S (fra)":55.09}
@@ -30,7 +30,7 @@
{"index":81,"Rank":30,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":40.07,"AlloProfClusteringP2P":58.44,"AlloProfClusteringS2S":35.93,"HALClusteringS2S":17.72,"MLSUMClusteringP2P (fr)":40.77,"MLSUMClusteringS2S (fr)":30.06,"MasakhaNEWSClusteringP2P (fra)":61.9,"MasakhaNEWSClusteringS2S (fra)":35.64}
{"index":97,"Rank":31,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.86,"AlloProfClusteringP2P":56.89,"AlloProfClusteringS2S":38.2,"HALClusteringS2S":24.5,"MLSUMClusteringP2P (fr)":41.79,"MLSUMClusteringS2S (fr)":41.55,"MasakhaNEWSClusteringP2P (fra)":49.18,"MasakhaNEWSClusteringS2S (fra)":26.94}
{"index":65,"Rank":32,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":39.81,"AlloProfClusteringP2P":59.15,"AlloProfClusteringS2S":36.45,"HALClusteringS2S":24.97,"MLSUMClusteringP2P (fr)":42.49,"MLSUMClusteringS2S (fr)":34.45,"MasakhaNEWSClusteringP2P (fra)":47.58,"MasakhaNEWSClusteringS2S (fra)":33.58}
-{"index":35,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
+{"index":35,"Rank":33,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":39.65,"AlloProfClusteringP2P":64.17,"AlloProfClusteringS2S":38.17,"HALClusteringS2S":24.09,"MLSUMClusteringP2P (fr)":43.8,"MLSUMClusteringS2S (fr)":37.75,"MasakhaNEWSClusteringP2P (fra)":40.8,"MasakhaNEWSClusteringS2S (fra)":28.8}
{"index":80,"Rank":34,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.11,"AlloProfClusteringP2P":54.49,"AlloProfClusteringS2S":44.79,"HALClusteringS2S":23.97,"MLSUMClusteringP2P (fr)":40.55,"MLSUMClusteringS2S (fr)":37.53,"MasakhaNEWSClusteringP2P (fra)":41.57,"MasakhaNEWSClusteringS2S (fra)":30.88}
{"index":59,"Rank":35,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":38.93,"AlloProfClusteringP2P":60.89,"AlloProfClusteringS2S":32.52,"HALClusteringS2S":18.95,"MLSUMClusteringP2P (fr)":43.2,"MLSUMClusteringS2S (fr)":37.61,"MasakhaNEWSClusteringP2P (fra)":40.12,"MasakhaNEWSClusteringS2S (fra)":39.22}
{"index":15,"Rank":36,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":38.91,"AlloProfClusteringP2P":61.96,"AlloProfClusteringS2S":31.36,"HALClusteringS2S":17.31,"MLSUMClusteringP2P (fr)":42.8,"MLSUMClusteringS2S (fr)":32.72,"MasakhaNEWSClusteringP2P (fra)":56.81,"MasakhaNEWSClusteringS2S (fra)":29.41}
diff --git a/boards_data/fr/data_tasks/PairClassification/default.jsonl b/boards_data/fr/data_tasks/PairClassification/default.jsonl
index 4a56a530a53002345bf7f8bfa633bfbb28f39292..adf71629fec5860ae57c58c9284e3fbcbdfb4ec7 100644
--- a/boards_data/fr/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/fr/data_tasks/PairClassification/default.jsonl
@@ -1,7 +1,7 @@
{"index":9,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":90.43,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":80.86}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
{"index":36,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.88,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":73.77}
-{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
+{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.07,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":70.14}
{"index":5,"Rank":5,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":82.04,"OpusparcusPC (fr)":93.77,"PawsXPairClassification (fr)":70.31}
{"index":7,"Rank":6,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.54,"OpusparcusPC (fr)":100.0,"PawsXPairClassification (fr)":61.07}
{"index":65,"Rank":7,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":80.23,"OpusparcusPC (fr)":93.48,"PawsXPairClassification (fr)":66.98}
@@ -22,7 +22,7 @@
{"index":3,"Rank":22,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.3,"OpusparcusPC (fr)":93.06,"PawsXPairClassification (fr)":61.54}
{"index":98,"Rank":23,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.18,"OpusparcusPC (fr)":94.16,"PawsXPairClassification (fr)":60.19}
{"index":46,"Rank":24,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":77.12,"OpusparcusPC (fr)":94.63,"PawsXPairClassification (fr)":59.61}
-{"index":35,"Rank":25,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
+{"index":35,"Rank":25,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.1,"OpusparcusPC (fr)":94.02,"PawsXPairClassification (fr)":60.19}
{"index":63,"Rank":26,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":77.1,"OpusparcusPC (fr)":93.34,"PawsXPairClassification (fr)":60.85}
{"index":60,"Rank":27,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.05,"OpusparcusPC (fr)":90.15,"PawsXPairClassification (fr)":63.95}
{"index":26,"Rank":28,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.01,"OpusparcusPC (fr)":93.64,"PawsXPairClassification (fr)":60.38}
diff --git a/boards_data/fr/data_tasks/Reranking/default.jsonl b/boards_data/fr/data_tasks/Reranking/default.jsonl
index e13207402225f686f71c3f639e7d7ab556a8af1e..7b57832c3aa8818e24feffe47942c9e5a0ad1b8d 100644
--- a/boards_data/fr/data_tasks/Reranking/default.jsonl
+++ b/boards_data/fr/data_tasks/Reranking/default.jsonl
@@ -1,4 +1,4 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":85.22,"AlloprofReranking":78.62,"SyntecReranking":91.83}
{"index":8,"Rank":2,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
{"index":36,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":83.76,"AlloprofReranking":73.49,"SyntecReranking":94.03}
{"index":4,"Rank":4,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.59,"AlloprofReranking":74.78,"SyntecReranking":90.4}
@@ -11,7 +11,7 @@
{"index":9,"Rank":11,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":78.7,"AlloprofReranking":73.08,"SyntecReranking":84.32}
{"index":26,"Rank":12,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":77.14,"AlloprofReranking":70.46,"SyntecReranking":83.83}
{"index":84,"Rank":13,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":76.76,"AlloprofReranking":68.36,"SyntecReranking":85.15}
-{"index":35,"Rank":14,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
+{"index":35,"Rank":14,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":76.58,"AlloprofReranking":64.88,"SyntecReranking":88.28}
{"index":62,"Rank":15,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
{"index":10,"Rank":16,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":76.47,"AlloprofReranking":64.91,"SyntecReranking":88.03}
{"index":67,"Rank":17,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":76.43,"AlloprofReranking":68.79,"SyntecReranking":84.07}
diff --git a/boards_data/fr/data_tasks/Retrieval/default.jsonl b/boards_data/fr/data_tasks/Retrieval/default.jsonl
index a0e1fcc65699b3de42b5e2d76b534a991974ca73..81f29fb264014732a5534f71a8d5a723db904b20 100644
--- a/boards_data/fr/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/fr/data_tasks/Retrieval/default.jsonl
@@ -1,4 +1,4 @@
-{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":63.47,"AlloprofRetrieval":58.5,"BSARDRetrieval":28.52,"MintakaRetrieval (fr)":62.53,"SyntecRetrieval":90.37,"XPQARetrieval (fr)":77.42}
+{"index":11,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":63.47,"AlloprofRetrieval":58.5,"BSARDRetrieval":28.52,"MintakaRetrieval (fr)":62.53,"SyntecRetrieval":90.37,"XPQARetrieval (fr)":77.42}
{"index":9,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":55.65,"AlloprofRetrieval":58.88,"BSARDRetrieval":18.8,"MintakaRetrieval (fr)":54.03,"SyntecRetrieval":78.25,"XPQARetrieval (fr)":68.3}
{"index":4,"Rank":3,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.56,"AlloprofRetrieval":58.27,"BSARDRetrieval":5.14,"MintakaRetrieval (fr)":49.19,"SyntecRetrieval":87.28,"XPQARetrieval (fr)":72.92}
{"index":3,"Rank":4,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.98,"AlloprofRetrieval":57.28,"BSARDRetrieval":11.83,"MintakaRetrieval (fr)":34.92,"SyntecRetrieval":87.33,"XPQARetrieval (fr)":73.56}
@@ -10,7 +10,7 @@
{"index":38,"Rank":10,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":50.09,"AlloprofRetrieval":47.6,"BSARDRetrieval":19.58,"MintakaRetrieval (fr)":32.62,"SyntecRetrieval":84.2,"XPQARetrieval (fr)":66.43}
{"index":98,"Rank":11,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.23,"AlloprofRetrieval":51.64,"BSARDRetrieval":0.61,"MintakaRetrieval (fr)":29.94,"SyntecRetrieval":85.97,"XPQARetrieval (fr)":73.0}
{"index":0,"Rank":12,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.81,"AlloprofRetrieval":56.84,"BSARDRetrieval":2.48,"MintakaRetrieval (fr)":21.73,"SyntecRetrieval":78.77,"XPQARetrieval (fr)":74.24}
-{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
+{"index":35,"Rank":13,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":46.78,"AlloprofRetrieval":46.94,"BSARDRetrieval":2.08,"MintakaRetrieval (fr)":30.07,"SyntecRetrieval":84.6,"XPQARetrieval (fr)":70.22}
{"index":28,"Rank":14,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":46.68,"AlloprofRetrieval":44.42,"BSARDRetrieval":12.01,"MintakaRetrieval (fr)":25.19,"SyntecRetrieval":82.86,"XPQARetrieval (fr)":68.91}
{"index":2,"Rank":15,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":45.33,"AlloprofRetrieval":52.61,"BSARDRetrieval":0.29,"MintakaRetrieval (fr)":19.05,"SyntecRetrieval":82.77,"XPQARetrieval (fr)":71.95}
{"index":26,"Rank":16,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.99,"AlloprofRetrieval":41.26,"BSARDRetrieval":12.22,"MintakaRetrieval (fr)":27.6,"SyntecRetrieval":79.68,"XPQARetrieval (fr)":64.21}
diff --git a/boards_data/fr/data_tasks/STS/default.jsonl b/boards_data/fr/data_tasks/STS/default.jsonl
index d5aef344f211886fda490e3c6d505fe77d4cd54d..6c330f9899d51434338ffa883c0abfde8ca205c4 100644
--- a/boards_data/fr/data_tasks/STS/default.jsonl
+++ b/boards_data/fr/data_tasks/STS/default.jsonl
@@ -1,7 +1,7 @@
{"index":38,"Rank":1,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
{"index":27,"Rank":2,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":83.62,"STS22 (fr)":84.64,"STSBenchmarkMultilingualSTS (fr)":87.02,"SICKFr":79.2}
{"index":28,"Rank":3,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":83.08,"STS22 (fr)":82.84,"STSBenchmarkMultilingualSTS (fr)":86.59,"SICKFr":79.81}
-{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
+{"index":11,"Rank":4,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":82.59,"STS22 (fr)":83.28,"STSBenchmarkMultilingualSTS (fr)":85.09,"SICKFr":79.39}
{"index":9,"Rank":5,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":82.31,"STS22 (fr)":82.58,"STSBenchmarkMultilingualSTS (fr)":85.46,"SICKFr":78.9}
{"index":46,"Rank":6,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":81.74,"STS22 (fr)":81.73,"STSBenchmarkMultilingualSTS (fr)":85.79,"SICKFr":77.7}
{"index":62,"Rank":7,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":81.36,"STS22 (fr)":81.03,"STSBenchmarkMultilingualSTS (fr)":84.43,"SICKFr":78.63}
@@ -13,7 +13,7 @@
{"index":3,"Rank":13,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.29,"STS22 (fr)":83.75,"STSBenchmarkMultilingualSTS (fr)":83.02,"SICKFr":74.09}
{"index":4,"Rank":14,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.13,"STS22 (fr)":82.76,"STSBenchmarkMultilingualSTS (fr)":82.72,"SICKFr":74.9}
{"index":26,"Rank":15,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":80.12,"STS22 (fr)":81.14,"STSBenchmarkMultilingualSTS (fr)":83.75,"SICKFr":75.48}
-{"index":35,"Rank":16,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
+{"index":35,"Rank":16,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":80.01,"STS22 (fr)":83.31,"STSBenchmarkMultilingualSTS (fr)":79.99,"SICKFr":76.74}
{"index":0,"Rank":17,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":79.56,"STS22 (fr)":82.74,"STSBenchmarkMultilingualSTS (fr)":79.72,"SICKFr":76.21}
{"index":63,"Rank":18,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":79.5,"STS22 (fr)":81.7,"STSBenchmarkMultilingualSTS (fr)":81.3,"SICKFr":75.51}
{"index":57,"Rank":19,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":79.37,"STS22 (fr)":76.79,"STSBenchmarkMultilingualSTS (fr)":82.53,"SICKFr":78.78}
diff --git a/boards_data/fr/data_tasks/Summarization/default.jsonl b/boards_data/fr/data_tasks/Summarization/default.jsonl
index 48d483b4b73f4bf7b1c6c32185678eceef76b499..634e60e3489c35ac3f169cbf09319d76ca617af3 100644
--- a/boards_data/fr/data_tasks/Summarization/default.jsonl
+++ b/boards_data/fr/data_tasks/Summarization/default.jsonl
@@ -8,7 +8,7 @@
{"index":0,"Rank":8,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.47}
{"index":9,"Rank":9,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"SummEvalFr":31.45}
{"index":15,"Rank":10,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.4}
-{"index":11,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9240,"Memory Usage (GB, fp32)":34.42,"SummEvalFr":31.26}
+{"index":11,"Rank":11,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"SummEvalFr":31.26}
{"index":16,"Rank":12,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":31.26}
{"index":50,"Rank":13,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"SummEvalFr":31.26}
{"index":57,"Rank":14,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":30.92}
@@ -34,7 +34,7 @@
{"index":4,"Rank":34,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.96}
{"index":10,"Rank":35,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
{"index":62,"Rank":36,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"SummEvalFr":29.74}
-{"index":35,"Rank":37,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.69}
+{"index":35,"Rank":37,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"SummEvalFr":29.69}
{"index":97,"Rank":38,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.65}
{"index":60,"Rank":39,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","SummEvalFr":29.48}
{"index":80,"Rank":40,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"SummEvalFr":29.47}
diff --git a/boards_data/other-cls/data_tasks/Classification/default.jsonl b/boards_data/other-cls/data_tasks/Classification/default.jsonl
index 0a20bf7ad11c96fceb38337bf93acad91ec386b7..fec4dcde6f694fb64aaae3b9cfb67542fd2ec5be 100644
--- a/boards_data/other-cls/data_tasks/Classification/default.jsonl
+++ b/boards_data/other-cls/data_tasks/Classification/default.jsonl
@@ -39,7 +39,7 @@
{"index":6,"Rank":39,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.18,"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)":""}
{"index":7,"Rank":40,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.07,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":75.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.76,"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)":56.03,"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)":59.3,"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)":""}
{"index":8,"Rank":41,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":52.95,"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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+{"index":9,"Rank":42,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"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)":76.65,"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)":79.1,"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 95cdbe209406c080c253b1f62902393321219595..18dd52bd58eb6e77293a21c8ab6d3e419dd5d0d4 100644
--- a/boards_data/other-sts/data_tasks/STS/default.jsonl
+++ b/boards_data/other-sts/data_tasks/STS/default.jsonl
@@ -74,7 +74,7 @@
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{"index":43,"Rank":75,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
{"index":44,"Rank":76,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"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":85.64}
-{"index":45,"Rank":77,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":23351,"Memory Usage (GB, fp32)":86.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43}
+{"index":45,"Rank":77,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"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":87.43}
{"index":46,"Rank":78,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57}
{"index":47,"Rank":79,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
{"index":48,"Rank":80,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""}
@@ -198,7 +198,7 @@
{"index":182,"Rank":198,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84}
{"index":183,"Rank":199,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84}
{"index":184,"Rank":200,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04}
-{"index":185,"Rank":201,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
+{"index":185,"Rank":201,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
{"index":187,"Rank":202,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
{"index":188,"Rank":203,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
{"index":189,"Rank":204,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42}
diff --git a/boards_data/pl/data_overall/default.jsonl b/boards_data/pl/data_overall/default.jsonl
index 3a4374de49293954125e5b905b7c3a6cff3d256c..ee99ff96c73327d8b3996b6f6f1eefcbac2d2502 100644
--- a/boards_data/pl/data_overall/default.jsonl
+++ b/boards_data/pl/data_overall/default.jsonl
@@ -1,6 +1,6 @@
{"index":4,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (26 datasets)":70.0,"Classification Average (7 datasets)":77.99,"Clustering Average (1 datasets)":50.29,"PairClassification Average (4 datasets)":89.62,"Retrieval Average (11 datasets)":59.41,"STS Average (3 datasets)":70.64}
-{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
-{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Embedding Dimensions":1536,"Max Tokens":32768,"Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
+{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (26 datasets)":67.86,"Classification Average (7 datasets)":77.84,"Clustering Average (1 datasets)":51.36,"PairClassification Average (4 datasets)":88.48,"Retrieval Average (11 datasets)":54.69,"STS Average (3 datasets)":70.86}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
{"index":23,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":64.04,"Classification Average (7 datasets)":72.29,"Clustering Average (1 datasets)":44.59,"PairClassification Average (4 datasets)":84.87,"Retrieval Average (11 datasets)":51.88,"STS Average (3 datasets)":68.12}
{"index":44,"Rank":5,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":63.23,"Classification Average (7 datasets)":66.39,"Clustering Average (1 datasets)":31.16,"PairClassification Average (4 datasets)":89.13,"Retrieval Average (11 datasets)":52.71,"STS Average (3 datasets)":70.59}
{"index":41,"Rank":6,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":61.17,"Classification Average (7 datasets)":61.07,"Clustering Average (1 datasets)":30.62,"PairClassification Average (4 datasets)":85.9,"Retrieval Average (11 datasets)":52.63,"STS Average (3 datasets)":69.98}
diff --git a/boards_data/pl/data_tasks/Classification/default.jsonl b/boards_data/pl/data_tasks/Classification/default.jsonl
index 9ce60a2e7beaaa27f74994a070c55a3c75c622bf..9c1b76445eb817ad33d5febc3348f72d982c9c2a 100644
--- a/boards_data/pl/data_tasks/Classification/default.jsonl
+++ b/boards_data/pl/data_tasks/Classification/default.jsonl
@@ -1,6 +1,6 @@
{"index":4,"Rank":1,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":77.99,"AllegroReviews":65.0,"CBD":84.13,"MassiveIntentClassification (pl)":79.41,"MassiveScenarioClassification (pl)":81.93,"PAC":67.24,"PolEmo2.0-IN":90.42,"PolEmo2.0-OUT":77.77}
{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":77.84,"AllegroReviews":67.14,"CBD":78.03,"MassiveIntentClassification (pl)":80.75,"MassiveScenarioClassification (pl)":85.54,"PAC":69.04,"PolEmo2.0-IN":89.39,"PolEmo2.0-OUT":74.98}
-{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
{"index":23,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.29,"AllegroReviews":63.98,"CBD":68.56,"MassiveIntentClassification (pl)":73.55,"MassiveScenarioClassification (pl)":76.37,"PAC":69.04,"PolEmo2.0-IN":86.16,"PolEmo2.0-OUT":68.4}
{"index":44,"Rank":5,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":66.39,"AllegroReviews":47.49,"CBD":69.33,"MassiveIntentClassification (pl)":74.81,"MassiveScenarioClassification (pl)":77.84,"PAC":64.69,"PolEmo2.0-IN":76.84,"PolEmo2.0-OUT":53.72}
{"index":31,"Rank":6,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.82,"AllegroReviews":41.14,"CBD":69.9,"MassiveIntentClassification (pl)":65.07,"MassiveScenarioClassification (pl)":69.82,"PAC":70.37,"PolEmo2.0-IN":77.06,"PolEmo2.0-OUT":53.38}
diff --git a/boards_data/pl/data_tasks/Clustering/default.jsonl b/boards_data/pl/data_tasks/Clustering/default.jsonl
index bc6699e82f93eaff3fd193f6bb58a08d78154ae7..7bb303100742b5e2c4fc969a31865ae452a4db96 100644
--- a/boards_data/pl/data_tasks/Clustering/default.jsonl
+++ b/boards_data/pl/data_tasks/Clustering/default.jsonl
@@ -1,6 +1,6 @@
{"index":2,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"8TagsClustering":51.36}
{"index":4,"Rank":2,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"8TagsClustering":50.29}
-{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"8TagsClustering":44.59}
+{"index":1,"Rank":3,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"8TagsClustering":44.59}
{"index":23,"Rank":4,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","8TagsClustering":44.59}
{"index":31,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"8TagsClustering":33.88}
{"index":38,"Rank":6,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"8TagsClustering":33.67}
diff --git a/boards_data/pl/data_tasks/PairClassification/default.jsonl b/boards_data/pl/data_tasks/PairClassification/default.jsonl
index fa3afb6af59719f5ba5af51e4125a03ac4995120..c15aedbee37d437bbc133d8586864a470c136814 100644
--- a/boards_data/pl/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/pl/data_tasks/PairClassification/default.jsonl
@@ -11,7 +11,7 @@
{"index":31,"Rank":11,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":85.5,"CDSC-E":74.47,"PPC":92.18,"PSC":99.39,"SICK-E-PL":75.96}
{"index":38,"Rank":12,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
{"index":3,"Rank":13,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":85.45,"CDSC-E":74.9,"PPC":92.43,"PSC":99.06,"SICK-E-PL":75.4}
-{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
+{"index":1,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
{"index":23,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":84.87,"CDSC-E":72.42,"PPC":91.47,"PSC":99.28,"SICK-E-PL":76.32}
{"index":42,"Rank":16,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":84.61,"CDSC-E":76.68,"PPC":89.7,"PSC":98.86,"SICK-E-PL":73.21}
{"index":56,"Rank":17,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":83.44,"CDSC-E":72.33,"PPC":92.36,"PSC":97.14,"SICK-E-PL":71.94}
diff --git a/boards_data/pl/data_tasks/Retrieval/default.jsonl b/boards_data/pl/data_tasks/Retrieval/default.jsonl
index 9c57c4947b88a8ef422548935734c9dab401b55c..a115648dc4e53ce3d251e5f61c8d308a019ce9c5 100644
--- a/boards_data/pl/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/pl/data_tasks/Retrieval/default.jsonl
@@ -2,7 +2,7 @@
{"index":2,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":54.69,"ArguAna-PL":59.87,"DBPedia-PL":41.3,"FiQA-PL":41.05,"HotpotQA-PL":67.61,"MSMARCO-PL":62.22,"NFCorpus-PL":30.89,"NQ-PL":48.45,"Quora-PL":83.21,"SCIDOCS-PL":16.08,"SciFact-PL":70.58,"TRECCOVID-PL":80.3}
{"index":44,"Rank":3,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":52.71,"ArguAna-PL":63.4,"DBPedia-PL":40.27,"FiQA-PL":40.89,"HotpotQA-PL":71.04,"MSMARCO-PL":36.63,"NFCorpus-PL":33.94,"NQ-PL":47.62,"Quora-PL":85.51,"SCIDOCS-PL":19.47,"SciFact-PL":70.23,"TRECCOVID-PL":70.81}
{"index":41,"Rank":4,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":52.63,"ArguAna-PL":63.25,"DBPedia-PL":39.84,"FiQA-PL":39.9,"HotpotQA-PL":70.94,"MSMARCO-PL":36.47,"NFCorpus-PL":34.03,"NQ-PL":47.33,"Quora-PL":85.63,"SCIDOCS-PL":19.13,"SciFact-PL":71.21,"TRECCOVID-PL":71.18}
-{"index":1,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
+{"index":1,"Rank":5,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
{"index":23,"Rank":6,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.88,"ArguAna-PL":56.48,"DBPedia-PL":36.98,"FiQA-PL":31.61,"HotpotQA-PL":60.9,"MSMARCO-PL":63.98,"NFCorpus-PL":30.1,"NQ-PL":44.2,"Quora-PL":81.43,"SCIDOCS-PL":16.59,"SciFact-PL":67.17,"TRECCOVID-PL":81.19}
{"index":40,"Rank":7,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.06,"ArguAna-PL":58.4,"DBPedia-PL":37.19,"FiQA-PL":34.53,"HotpotQA-PL":66.25,"MSMARCO-PL":32.54,"NFCorpus-PL":33.71,"NQ-PL":44.6,"Quora-PL":84.44,"SCIDOCS-PL":17.35,"SciFact-PL":68.29,"TRECCOVID-PL":73.33}
{"index":43,"Rank":8,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":49.92,"ArguAna-PL":59.02,"DBPedia-PL":36.22,"FiQA-PL":35.01,"HotpotQA-PL":66.64,"MSMARCO-PL":33.05,"NFCorpus-PL":34.14,"NQ-PL":45.65,"Quora-PL":84.44,"SCIDOCS-PL":17.84,"SciFact-PL":65.75,"TRECCOVID-PL":71.33}
diff --git a/boards_data/pl/data_tasks/STS/default.jsonl b/boards_data/pl/data_tasks/STS/default.jsonl
index 9d31d775deeabbcf49f3cd1ac1aa6ba0f12fa726..73ed2b8a0abaf329d714a8b52ce89b9ac5675dfa 100644
--- a/boards_data/pl/data_tasks/STS/default.jsonl
+++ b/boards_data/pl/data_tasks/STS/default.jsonl
@@ -9,7 +9,7 @@
{"index":38,"Rank":9,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.92,"CDSC-R":90.31,"SICK-R-PL":74.07,"STS22 (pl)":42.39}
{"index":45,"Rank":10,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":68.78,"CDSC-R":89.62,"SICK-R-PL":76.37,"STS22 (pl)":40.36}
{"index":42,"Rank":11,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":68.77,"CDSC-R":91.98,"SICK-R-PL":73.71,"STS22 (pl)":40.63}
-{"index":1,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1780,"Memory Usage (GB, fp32)":6.63,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
+{"index":1,"Rank":12,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
{"index":23,"Rank":13,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.12,"CDSC-R":89.74,"SICK-R-PL":73.78,"STS22 (pl)":40.83}
{"index":46,"Rank":14,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":67.36,"CDSC-R":88.55,"SICK-R-PL":76.18,"STS22 (pl)":37.34}
{"index":31,"Rank":15,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":66.91,"CDSC-R":91.0,"SICK-R-PL":75.08,"STS22 (pl)":34.66}
diff --git a/boards_data/zh/data_overall/default.jsonl b/boards_data/zh/data_overall/default.jsonl
index baf22da4d25675b32ee98856325dbd0f4648c1ba..468f19593557fd2bb8f83b35aa733235783a1376 100644
--- a/boards_data/zh/data_overall/default.jsonl
+++ b/boards_data/zh/data_overall/default.jsonl
@@ -14,8 +14,8 @@
{"index":30,"Rank":14,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (35 datasets)":68.44,"Classification Average (9 datasets)":74.11,"Clustering Average (4 datasets)":59.3,"PairClassification Average (2 datasets)":86.67,"Reranking Average (4 datasets)":68.28,"Retrieval Average (8 datasets)":73.73,"STS Average (8 datasets)":56.87}
{"index":388,"Rank":15,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":68.34,"Classification Average (9 datasets)":72.84,"Clustering Average (4 datasets)":56.88,"PairClassification Average (2 datasets)":82.35,"Reranking Average (4 datasets)":69.67,"Retrieval Average (8 datasets)":73.12,"STS Average (8 datasets)":60.07}
{"index":191,"Rank":16,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":1792,"Max Tokens":1024,"Average (35 datasets)":67.96,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":53.3,"PairClassification Average (2 datasets)":87.93,"Reranking Average (4 datasets)":67.84,"Retrieval Average (8 datasets)":72.28,"STS Average (8 datasets)":62.49}
-{"index":118,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
-{"index":16,"Rank":18,"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 (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
+{"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 (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
+{"index":118,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":67.65,"Classification Average (9 datasets)":71.12,"Clustering Average (4 datasets)":54.61,"PairClassification Average (2 datasets)":86.91,"Reranking Average (4 datasets)":68.21,"Retrieval Average (8 datasets)":71.86,"STS Average (8 datasets)":60.96}
{"index":47,"Rank":19,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":768,"Max Tokens":1024,"Average (35 datasets)":67.51,"Classification Average (9 datasets)":70.0,"Clustering Average (4 datasets)":50.96,"PairClassification Average (2 datasets)":88.92,"Reranking Average (4 datasets)":67.17,"Retrieval Average (8 datasets)":70.41,"STS Average (8 datasets)":64.89}
{"index":224,"Rank":20,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.28,"Classification Average (9 datasets)":71.2,"Clustering Average (4 datasets)":54.62,"PairClassification Average (2 datasets)":85.3,"Reranking Average (4 datasets)":67.34,"Retrieval Average (8 datasets)":73.41,"STS Average (8 datasets)":58.52}
{"index":111,"Rank":21,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":67.17,"Classification Average (9 datasets)":71.35,"Clustering Average (4 datasets)":54.0,"PairClassification Average (2 datasets)":84.34,"Reranking Average (4 datasets)":67.61,"Retrieval Average (8 datasets)":73.3,"STS Average (8 datasets)":58.41}
@@ -99,7 +99,7 @@
{"index":59,"Rank":102,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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":60,"Rank":103,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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":61,"Rank":104,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"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":62,"Rank":105,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":23351,"Memory Usage (GB, fp32)":86.99,"Embedding Dimensions":4096,"Max Tokens":32768,"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":62,"Rank":105,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"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":63,"Rank":106,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"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":72,"Rank":115,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
{"index":73,"Rank":116,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
diff --git a/boards_data/zh/data_tasks/Classification/default.jsonl b/boards_data/zh/data_tasks/Classification/default.jsonl
index 95d0b97c0e2753e62b5823c00336e9b782625b7e..91c3dd4771739e250c1d550a21a90d1951d9b41d 100644
--- a/boards_data/zh/data_tasks/Classification/default.jsonl
+++ b/boards_data/zh/data_tasks/Classification/default.jsonl
@@ -53,8 +53,8 @@
{"index":312,"Rank":53,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":64.49,"AmazonReviewsClassification (zh)":38.69,"IFlyTek":41.15,"JDReview":82.83,"MassiveIntentClassification (zh-CN)":59.28,"MassiveScenarioClassification (zh-CN)":66.48,"MultilingualSentiment":68.2,"OnlineShopping":89.13,"TNews":49.65,"Waimai":84.96}
{"index":296,"Rank":54,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":64.37,"AmazonReviewsClassification (zh)":29.75,"IFlyTek":50.93,"JDReview":84.93,"MassiveIntentClassification (zh-CN)":67.46,"MassiveScenarioClassification (zh-CN)":71.6,"MultilingualSentiment":55.9,"OnlineShopping":82.53,"TNews":55.08,"Waimai":81.16}
{"index":384,"Rank":55,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.31,"AmazonReviewsClassification (zh)":38.3,"IFlyTek":44.62,"JDReview":74.6,"MassiveIntentClassification (zh-CN)":64.81,"MassiveScenarioClassification (zh-CN)":71.4,"MultilingualSentiment":67.99,"OnlineShopping":88.94,"TNews":45.77,"Waimai":82.37}
-{"index":219,"Rank":56,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
-{"index":20,"Rank":57,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
+{"index":20,"Rank":56,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
+{"index":219,"Rank":57,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":64.27,"AmazonReviewsClassification (zh)":33.34,"IFlyTek":44.59,"JDReview":79.27,"MassiveIntentClassification (zh-CN)":69.62,"MassiveScenarioClassification (zh-CN)":74.4,"MultilingualSentiment":61.02,"OnlineShopping":84.85,"TNews":48.73,"Waimai":82.58}
{"index":34,"Rank":58,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":63.96,"AmazonReviewsClassification (zh)":35.91,"IFlyTek":45.49,"JDReview":80.04,"MassiveIntentClassification (zh-CN)":63.95,"MassiveScenarioClassification (zh-CN)":70.8,"MultilingualSentiment":63.06,"OnlineShopping":85.05,"TNews":48.15,"Waimai":83.18}
{"index":207,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.85,"AmazonReviewsClassification (zh)":35.7,"IFlyTek":40.46,"JDReview":78.26,"MassiveIntentClassification (zh-CN)":63.75,"MassiveScenarioClassification (zh-CN)":72.39,"MultilingualSentiment":63.17,"OnlineShopping":87.11,"TNews":44.15,"Waimai":80.65}
{"index":53,"Rank":60,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":62.7,"AmazonReviewsClassification (zh)":38.25,"IFlyTek":43.13,"JDReview":69.08,"MassiveIntentClassification (zh-CN)":61.23,"MassiveScenarioClassification (zh-CN)":68.12,"MultilingualSentiment":67.83,"OnlineShopping":88.13,"TNews":44.42,"Waimai":84.15}
diff --git a/boards_data/zh/data_tasks/Clustering/default.jsonl b/boards_data/zh/data_tasks/Clustering/default.jsonl
index c84413abae1d2ffdc9643601312d27e95ff1d70a..70fb5ee861a5a3307ccfce4098911613d8cdedfd 100644
--- a/boards_data/zh/data_tasks/Clustering/default.jsonl
+++ b/boards_data/zh/data_tasks/Clustering/default.jsonl
@@ -11,8 +11,8 @@
{"index":144,"Rank":11,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":58.7,"CLSClusteringP2P":47.08,"CLSClusteringS2S":44.05,"ThuNewsClusteringP2P":74.66,"ThuNewsClusteringS2S":69.0}
{"index":388,"Rank":12,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":56.88,"CLSClusteringP2P":60.37,"CLSClusteringS2S":51.09,"ThuNewsClusteringP2P":58.23,"ThuNewsClusteringS2S":57.83}
{"index":224,"Rank":13,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.62,"CLSClusteringP2P":43.24,"CLSClusteringS2S":41.23,"ThuNewsClusteringP2P":70.06,"ThuNewsClusteringS2S":63.94}
-{"index":118,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
-{"index":16,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":16,"Rank":14,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
+{"index":118,"Rank":15,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.61,"CLSClusteringP2P":45.21,"CLSClusteringS2S":42.5,"ThuNewsClusteringP2P":68.24,"ThuNewsClusteringS2S":62.5}
{"index":172,"Rank":16,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.32,"CLSClusteringP2P":43.03,"CLSClusteringS2S":40.42,"ThuNewsClusteringP2P":70.6,"ThuNewsClusteringS2S":63.21}
{"index":111,"Rank":17,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":54.0,"CLSClusteringP2P":42.52,"CLSClusteringS2S":39.73,"ThuNewsClusteringP2P":70.1,"ThuNewsClusteringS2S":63.67}
{"index":171,"Rank":18,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":53.9,"CLSClusteringP2P":41.94,"CLSClusteringS2S":40.34,"ThuNewsClusteringP2P":69.61,"ThuNewsClusteringS2S":63.71}
@@ -31,8 +31,8 @@
{"index":22,"Rank":31,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":49.04,"CLSClusteringP2P":40.03,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.85,"ThuNewsClusteringS2S":57.09}
{"index":21,"Rank":32,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":49.0,"CLSClusteringP2P":39.96,"CLSClusteringS2S":38.19,"ThuNewsClusteringP2P":60.74,"ThuNewsClusteringS2S":57.09}
{"index":28,"Rank":33,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":48.99,"CLSClusteringP2P":41.44,"CLSClusteringS2S":38.33,"ThuNewsClusteringP2P":59.61,"ThuNewsClusteringS2S":56.58}
-{"index":312,"Rank":34,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
-{"index":315,"Rank":35,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":315,"Rank":34,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
+{"index":312,"Rank":35,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":48.95,"CLSClusteringP2P":39.54,"CLSClusteringS2S":37.33,"ThuNewsClusteringP2P":63.79,"ThuNewsClusteringS2S":55.14}
{"index":42,"Rank":36,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.88,"CLSClusteringP2P":42.46,"CLSClusteringS2S":40.38,"ThuNewsClusteringP2P":58.54,"ThuNewsClusteringS2S":54.15}
{"index":239,"Rank":37,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":48.88,"CLSClusteringP2P":38.6,"CLSClusteringS2S":38.02,"ThuNewsClusteringP2P":60.39,"ThuNewsClusteringS2S":58.51}
{"index":41,"Rank":38,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":48.81,"CLSClusteringP2P":42.84,"CLSClusteringS2S":39.77,"ThuNewsClusteringP2P":58.93,"ThuNewsClusteringS2S":53.71}
@@ -56,8 +56,8 @@
{"index":302,"Rank":56,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":44.39,"CLSClusteringP2P":37.01,"CLSClusteringS2S":33.46,"ThuNewsClusteringP2P":58.83,"ThuNewsClusteringS2S":48.26}
{"index":34,"Rank":57,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":44.18,"CLSClusteringP2P":38.14,"CLSClusteringS2S":35.14,"ThuNewsClusteringP2P":54.22,"ThuNewsClusteringS2S":49.22}
{"index":206,"Rank":58,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":43.24,"CLSClusteringP2P":36.73,"CLSClusteringS2S":36.45,"ThuNewsClusteringP2P":50.24,"ThuNewsClusteringS2S":49.54}
-{"index":205,"Rank":59,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
-{"index":207,"Rank":60,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":207,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.21,"CLSClusteringS2S":35.12,"ThuNewsClusteringP2P":51.03,"ThuNewsClusteringS2S":48.32}
+{"index":205,"Rank":60,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":42.42,"CLSClusteringP2P":35.36,"CLSClusteringS2S":37.07,"ThuNewsClusteringP2P":48.91,"ThuNewsClusteringS2S":48.34}
{"index":208,"Rank":61,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":42.32,"CLSClusteringP2P":36.0,"CLSClusteringS2S":36.35,"ThuNewsClusteringP2P":49.19,"ThuNewsClusteringS2S":47.76}
{"index":201,"Rank":62,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":40.68,"CLSClusteringP2P":32.41,"CLSClusteringS2S":36.99,"ThuNewsClusteringP2P":40.98,"ThuNewsClusteringS2S":52.36}
{"index":53,"Rank":63,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":39.67,"CLSClusteringP2P":39.24,"CLSClusteringS2S":35.36,"ThuNewsClusteringP2P":47.3,"ThuNewsClusteringS2S":36.77}
diff --git a/boards_data/zh/data_tasks/PairClassification/default.jsonl b/boards_data/zh/data_tasks/PairClassification/default.jsonl
index 0bec557f68bbb0948289c334f3d11499aeae7973..4304e3b2038612a89a2f6e99108325a147c27272 100644
--- a/boards_data/zh/data_tasks/PairClassification/default.jsonl
+++ b/boards_data/zh/data_tasks/PairClassification/default.jsonl
@@ -14,19 +14,19 @@
{"index":48,"Rank":14,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":87.57,"Cmnli":90.29,"Ocnli":84.85}
{"index":17,"Rank":15,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":87.48,"Cmnli":90.18,"Ocnli":84.78}
{"index":299,"Rank":16,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.08,"Cmnli":89.42,"Ocnli":84.74}
-{"index":16,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
-{"index":118,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
+{"index":118,"Rank":17,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
+{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":86.91,"Cmnli":86.22,"Ocnli":87.6}
{"index":30,"Rank":19,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":86.67,"Cmnli":90.13,"Ocnli":83.21}
{"index":224,"Rank":20,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":85.3,"Cmnli":89.95,"Ocnli":80.64}
{"index":310,"Rank":21,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.41,"Cmnli":89.5,"Ocnli":79.32}
{"index":111,"Rank":22,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":84.34,"Cmnli":89.36,"Ocnli":79.31}
-{"index":303,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
-{"index":216,"Rank":24,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":216,"Rank":23,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
+{"index":303,"Rank":24,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":82.94,"Cmnli":85.27,"Ocnli":80.62}
{"index":193,"Rank":25,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.51}
{"index":21,"Rank":26,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
{"index":22,"Rank":27,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":82.68,"Cmnli":86.85,"Ocnli":78.5}
-{"index":41,"Rank":28,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
-{"index":42,"Rank":29,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
+{"index":42,"Rank":28,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.55,"Ocnli":77.21}
+{"index":41,"Rank":29,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.38,"Cmnli":87.3,"Ocnli":77.46}
{"index":388,"Rank":30,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.35,"Cmnli":85.33,"Ocnli":79.37}
{"index":28,"Rank":31,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":81.62,"Cmnli":85.29,"Ocnli":77.96}
{"index":49,"Rank":32,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":81.46,"Cmnli":85.92,"Ocnli":77.01}
@@ -39,8 +39,8 @@
{"index":192,"Rank":39,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.72,"Cmnli":85.14,"Ocnli":72.29}
{"index":208,"Rank":40,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":78.65,"Cmnli":85.14,"Ocnli":72.15}
{"index":274,"Rank":41,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":78.38,"Cmnli":83.83,"Ocnli":72.92}
-{"index":219,"Rank":42,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
-{"index":20,"Rank":43,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
+{"index":20,"Rank":42,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
+{"index":219,"Rank":43,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":78.34,"Cmnli":84.01,"Ocnli":72.68}
{"index":27,"Rank":44,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":76.78,"Cmnli":82.18,"Ocnli":71.37}
{"index":273,"Rank":45,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":76.61,"Cmnli":82.33,"Ocnli":70.89}
{"index":206,"Rank":46,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":76.59,"Cmnli":83.32,"Ocnli":69.86}
diff --git a/boards_data/zh/data_tasks/Reranking/default.jsonl b/boards_data/zh/data_tasks/Reranking/default.jsonl
index 16ee1bf3a49382c365df4dbfcef19a3a96c9495f..a91222f9e6907cd06467a96c067bbab338599929 100644
--- a/boards_data/zh/data_tasks/Reranking/default.jsonl
+++ b/boards_data/zh/data_tasks/Reranking/default.jsonl
@@ -18,10 +18,10 @@
{"index":30,"Rank":18,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":68.28,"CMedQAv1":84.62,"CMedQAv2":85.6,"MMarcoReranking":35.43,"T2Reranking":67.48}
{"index":12,"Rank":19,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.27,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.12,"T2Reranking":66.38}
{"index":171,"Rank":20,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":68.26,"CMedQAv1":88.99,"CMedQAv2":89.6,"MMarcoReranking":28.09,"T2Reranking":66.38}
-{"index":118,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
-{"index":16,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
-{"index":20,"Rank":23,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
-{"index":219,"Rank":24,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
+{"index":16,"Rank":21,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
+{"index":118,"Rank":22,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.21,"CMedQAv1":88.16,"CMedQAv2":88.12,"MMarcoReranking":29.14,"T2Reranking":67.43}
+{"index":219,"Rank":23,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
+{"index":20,"Rank":24,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":68.17,"CMedQAv1":86.11,"CMedQAv2":87.28,"MMarcoReranking":32.19,"T2Reranking":67.09}
{"index":144,"Rank":25,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.98,"CMedQAv1":88.66,"CMedQAv2":88.9,"MMarcoReranking":27.76,"T2Reranking":66.62}
{"index":242,"Rank":26,"Model":"bge-reranker-large-1k<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.87,"CMedQAv1":82.15,"CMedQAv2":84.19,"MMarcoReranking":37.64,"T2Reranking":67.48}
{"index":191,"Rank":27,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.84,"CMedQAv1":88.34,"CMedQAv2":89.06,"MMarcoReranking":27.48,"T2Reranking":66.49}
@@ -31,9 +31,9 @@
{"index":310,"Rank":31,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.4,"CMedQAv1":86.09,"CMedQAv2":86.46,"MMarcoReranking":31.19,"T2Reranking":65.86}
{"index":224,"Rank":32,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":67.34,"CMedQAv1":87.12,"CMedQAv2":87.57,"MMarcoReranking":28.08,"T2Reranking":66.6}
{"index":47,"Rank":33,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":67.17,"CMedQAv1":88.49,"CMedQAv2":89.18,"MMarcoReranking":24.76,"T2Reranking":66.26}
-{"index":162,"Rank":34,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":31,"Rank":34,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":32,"Rank":35,"Model":"bge-reranker-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
-{"index":31,"Rank":36,"Model":"bge-reranker-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
+{"index":162,"Rank":36,"Model":"bge-reranker-large-onnx<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.03,"CMedQAv1":81.27,"CMedQAv2":84.1,"MMarcoReranking":35.46,"T2Reranking":67.28}
{"index":308,"Rank":37,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":67.0,"CMedQAv1":86.79,"CMedQAv2":87.2,"MMarcoReranking":27.64,"T2Reranking":66.36}
{"index":189,"Rank":38,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.95,"CMedQAv1":85.69,"CMedQAv2":86.46,"MMarcoReranking":29.2,"T2Reranking":66.46}
{"index":48,"Rank":39,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":66.92,"CMedQAv1":86.78,"CMedQAv2":87.39,"MMarcoReranking":27.39,"T2Reranking":66.11}
@@ -44,8 +44,8 @@
{"index":21,"Rank":44,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":66.39,"CMedQAv1":85.34,"CMedQAv2":85.87,"MMarcoReranking":27.96,"T2Reranking":66.38}
{"index":15,"Rank":45,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":66.38,"CMedQAv1":86.37,"CMedQAv2":87.41,"MMarcoReranking":23.64,"T2Reranking":68.11}
{"index":22,"Rank":46,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":66.38,"CMedQAv1":85.34,"CMedQAv2":85.81,"MMarcoReranking":27.97,"T2Reranking":66.38}
-{"index":315,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
-{"index":312,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":312,"Rank":47,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
+{"index":315,"Rank":48,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.22,"CMedQAv1":86.08,"CMedQAv2":87.26,"MMarcoReranking":26.13,"T2Reranking":65.39}
{"index":190,"Rank":49,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":66.1,"CMedQAv1":84.7,"CMedQAv2":85.31,"MMarcoReranking":28.05,"T2Reranking":66.35}
{"index":141,"Rank":50,"Model":"cloudy-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
{"index":363,"Rank":51,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":66.04,"CMedQAv1":86.1,"CMedQAv2":86.95,"MMarcoReranking":24.26,"T2Reranking":66.83}
diff --git a/boards_data/zh/data_tasks/Retrieval/default.jsonl b/boards_data/zh/data_tasks/Retrieval/default.jsonl
index 236bc723300e6a2022003f02ebeb38932c50f883..ed73116e05061fb45d8c63bcd619a198e7392ad6 100644
--- a/boards_data/zh/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/zh/data_tasks/Retrieval/default.jsonl
@@ -24,10 +24,10 @@
{"index":363,"Rank":24,"Model":"hktv-fine-tuned-cloudy-large-zh-metaphor14<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.92,"CmedqaRetrieval":43.58,"CovidRetrieval":85.83,"DuRetrieval":86.2,"EcomRetrieval":66.99,"MedicalRetrieval":64.23,"MMarcoRetrieval":77.69,"T2Retrieval":84.94,"VideoRetrieval":73.86}
{"index":310,"Rank":25,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":72.49,"CmedqaRetrieval":43.15,"CovidRetrieval":88.41,"DuRetrieval":85.04,"EcomRetrieval":67.25,"MedicalRetrieval":62.88,"MMarcoRetrieval":77.53,"T2Retrieval":81.93,"VideoRetrieval":73.7}
{"index":191,"Rank":26,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":72.28,"CmedqaRetrieval":45.38,"CovidRetrieval":80.61,"DuRetrieval":85.55,"EcomRetrieval":67.88,"MedicalRetrieval":64.34,"MMarcoRetrieval":77.42,"T2Retrieval":84.5,"VideoRetrieval":72.56}
-{"index":219,"Rank":27,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
-{"index":20,"Rank":28,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
-{"index":16,"Rank":29,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
-{"index":118,"Rank":30,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
+{"index":20,"Rank":27,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
+{"index":219,"Rank":28,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":71.95,"CmedqaRetrieval":43.78,"CovidRetrieval":80.6,"DuRetrieval":87.55,"EcomRetrieval":64.85,"MedicalRetrieval":61.93,"MMarcoRetrieval":79.35,"T2Retrieval":84.72,"VideoRetrieval":72.79}
+{"index":118,"Rank":29,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
+{"index":16,"Rank":30,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":71.86,"CmedqaRetrieval":46.97,"CovidRetrieval":80.79,"DuRetrieval":89.4,"EcomRetrieval":62.51,"MedicalRetrieval":58.65,"MMarcoRetrieval":83.01,"T2Retrieval":85.47,"VideoRetrieval":68.11}
{"index":22,"Rank":31,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":71.85,"CmedqaRetrieval":42.73,"CovidRetrieval":82.19,"DuRetrieval":88.02,"EcomRetrieval":64.71,"MedicalRetrieval":60.63,"MMarcoRetrieval":79.56,"T2Retrieval":84.69,"VideoRetrieval":72.25}
{"index":308,"Rank":32,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":71.71,"CmedqaRetrieval":44.38,"CovidRetrieval":75.74,"DuRetrieval":83.64,"EcomRetrieval":69.56,"MedicalRetrieval":64.94,"MMarcoRetrieval":77.7,"T2Retrieval":83.08,"VideoRetrieval":74.67}
{"index":273,"Rank":33,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":71.2,"CmedqaRetrieval":42.02,"CovidRetrieval":84.5,"DuRetrieval":88.25,"EcomRetrieval":62.88,"MedicalRetrieval":58.09,"MMarcoRetrieval":77.92,"T2Retrieval":82.38,"VideoRetrieval":73.54}
diff --git a/boards_data/zh/data_tasks/STS/default.jsonl b/boards_data/zh/data_tasks/STS/default.jsonl
index b377cf1a2aee7a5863053c4959ded28e619b708d..e9d9f0af5d2a91800c5fb4491611316ad307aec9 100644
--- a/boards_data/zh/data_tasks/STS/default.jsonl
+++ b/boards_data/zh/data_tasks/STS/default.jsonl
@@ -15,11 +15,11 @@
{"index":299,"Rank":15,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.15,"AFQMC":58.61,"ATEC":58.03,"BQ":70.98,"LCQMC":78.14,"PAWSX":45.59,"QBQTC":38.1,"STS22 (zh)":65.34,"STSB":82.42}
{"index":48,"Rank":16,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":62.13,"AFQMC":59.54,"ATEC":58.63,"BQ":70.31,"LCQMC":78.73,"PAWSX":42.97,"QBQTC":41.03,"STS22 (zh)":66.76,"STSB":79.09}
{"index":144,"Rank":17,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":62.09,"AFQMC":58.81,"ATEC":57.95,"BQ":70.37,"LCQMC":78.17,"PAWSX":45.51,"QBQTC":37.31,"STS22 (zh)":65.85,"STSB":82.73}
-{"index":16,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
-{"index":118,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
+{"index":118,"Rank":18,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
+{"index":16,"Rank":19,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":60.96,"AFQMC":58.42,"ATEC":55.65,"BQ":73.85,"LCQMC":75.39,"PAWSX":42.46,"QBQTC":35.15,"STS22 (zh)":67.4,"STSB":79.4}
{"index":388,"Rank":20,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.07,"AFQMC":50.8,"ATEC":53.23,"BQ":66.49,"LCQMC":76.6,"PAWSX":47.56,"QBQTC":39.96,"STS22 (zh)":65.78,"STSB":80.14}
-{"index":216,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
-{"index":303,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":303,"Rank":21,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
+{"index":216,"Rank":22,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":59.39,"AFQMC":50.59,"ATEC":51.29,"BQ":66.07,"LCQMC":75.74,"PAWSX":41.49,"QBQTC":38.11,"STS22 (zh)":69.25,"STSB":82.56}
{"index":193,"Rank":23,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.95,"ATEC":53.12,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.73,"STS22 (zh)":68.87,"STSB":79.37}
{"index":22,"Rank":24,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.37}
{"index":21,"Rank":25,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":58.66,"AFQMC":49.94,"ATEC":53.11,"BQ":65.54,"LCQMC":77.48,"PAWSX":36.22,"QBQTC":38.74,"STS22 (zh)":68.88,"STSB":79.36}
@@ -40,8 +40,8 @@
{"index":42,"Rank":40,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.35,"AFQMC":46.77,"ATEC":50.18,"BQ":55.25,"LCQMC":74.29,"PAWSX":33.24,"QBQTC":30.92,"STS22 (zh)":64.41,"STSB":79.74}
{"index":24,"Rank":41,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":53.72,"AFQMC":42.4,"ATEC":48.17,"BQ":61.78,"LCQMC":74.45,"PAWSX":20.4,"QBQTC":36.22,"STS22 (zh)":68.01,"STSB":78.31}
{"index":27,"Rank":42,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":53.0,"AFQMC":43.06,"ATEC":48.29,"BQ":60.53,"LCQMC":74.71,"PAWSX":16.64,"QBQTC":35.2,"STS22 (zh)":67.19,"STSB":78.41}
-{"index":20,"Rank":43,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
-{"index":219,"Rank":44,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
+{"index":219,"Rank":43,"Model":"intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
+{"index":20,"Rank":44,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":52.73,"AFQMC":43.55,"ATEC":48.91,"BQ":51.72,"LCQMC":74.86,"PAWSX":16.12,"QBQTC":39.36,"STS22 (zh)":66.59,"STSB":80.72}
{"index":133,"Rank":45,"Model":"EminEmbed-multilingual-v1.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.1,"AFQMC":40.9,"ATEC":48.27,"BQ":58.86,"LCQMC":70.85,"PAWSX":14.48,"QBQTC":33.0,"STS22 (zh)":68.05,"STSB":82.39}
{"index":40,"Rank":46,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":51.45,"AFQMC":44.25,"ATEC":48.24,"BQ":56.27,"LCQMC":74.09,"PAWSX":12.18,"QBQTC":29.94,"STS22 (zh)":66.06,"STSB":80.54}
{"index":243,"Rank":47,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.54,"AFQMC":37.4,"ATEC":42.16,"BQ":70.96,"LCQMC":73.27,"PAWSX":18.55,"QBQTC":29.6,"STS22 (zh)":65.44,"STSB":66.91}