boards_data/en/data_tasks/Classification/default.jsonl

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{"index":42,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":79.46,"AmazonCounterfactualClassification (en)":81.18,"AmazonPolarityClassification":96.52,"AmazonReviewsClassification (en)":57.81,"Banking77Classification":88.47,"EmotionClassification":52.81,"ImdbClassification":95.0,"MassiveIntentClassification (en)":80.78,"MassiveScenarioClassification (en)":82.09,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":87.13,"ToxicConversationsClassification":70.8,"TweetSentimentExtractionClassification":64.78}
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{"index":43,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":78.53,"AmazonCounterfactualClassification (en)":80.48,"AmazonPolarityClassification":96.32,"AmazonReviewsClassification (en)":57.18,"Banking77Classification":87.46,"EmotionClassification":50.06,"ImdbClassification":94.32,"MassiveIntentClassification (en)":79.72,"MassiveScenarioClassification (en)":81.09,"MTOPDomainClassification (en)":95.29,"MTOPIntentClassification (en)":87.08,"ToxicConversationsClassification":70.89,"TweetSentimentExtractionClassification":62.48}
{"index":143,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.47,"AmazonCounterfactualClassification (en)":78.69,"AmazonPolarityClassification":95.91,"AmazonReviewsClassification (en)":55.79,"Banking77Classification":88.23,"EmotionClassification":49.77,"ImdbClassification":94.78,"MassiveIntentClassification (en)":80.57,"MassiveScenarioClassification (en)":82.39,"MTOPDomainClassification (en)":96.12,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":69.59,"TweetSentimentExtractionClassification":63.72}
{"index":94,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.33,"AmazonCounterfactualClassification (en)":77.93,"AmazonPolarityClassification":95.97,"AmazonReviewsClassification (en)":54.35,"Banking77Classification":88.81,"EmotionClassification":50.24,"ImdbClassification":94.79,"MassiveIntentClassification (en)":79.99,"MassiveScenarioClassification (en)":82.2,"MTOPDomainClassification (en)":96.36,"MTOPIntentClassification (en)":86.3,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":63.64}
{"index":19,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-large-en-v1.5\">gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":77.75,"AmazonCounterfactualClassification (en)":73.01,"AmazonPolarityClassification":93.97,"AmazonReviewsClassification (en)":54.2,"Banking77Classification":87.33,"EmotionClassification":46.77,"ImdbClassification":92.1,"MassiveIntentClassification (en)":78.94,"MassiveScenarioClassification (en)":81.41,"MTOPDomainClassification (en)":96.6,"MTOPIntentClassification (en)":82.9,"ToxicConversationsClassification":82.61,"TweetSentimentExtractionClassification":63.16}
{"index":148,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
{"index":164,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.43,"AmazonCounterfactualClassification (en)":82.97,"AmazonPolarityClassification":90.98,"AmazonReviewsClassification (en)":48.71,"Banking77Classification":88.15,"EmotionClassification":52.18,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.67,"MassiveScenarioClassification (en)":82.82,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":85.75,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":62.4}
{"index":202,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/raghavlight\/TDTE\">TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.17,"AmazonCounterfactualClassification (en)":79.66,"AmazonPolarityClassification":94.48,"AmazonReviewsClassification (en)":48.16,"Banking77Classification":88.91,"EmotionClassification":52.01,"ImdbClassification":89.47,"MassiveIntentClassification (en)":80.12,"MassiveScenarioClassification (en)":82.7,"MTOPDomainClassification (en)":96.46,"MTOPIntentClassification (en)":85.38,"ToxicConversationsClassification":66.18,"TweetSentimentExtractionClassification":62.54}
{"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.17,"AmazonCounterfactualClassification (en)":74.79,"AmazonPolarityClassification":93.02,"AmazonReviewsClassification (en)":53.31,"Banking77Classification":86.73,"EmotionClassification":46.39,"ImdbClassification":87.48,"MassiveIntentClassification (en)":77.67,"MassiveScenarioClassification (en)":81.77,"MTOPDomainClassification (en)":96.5,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":83.98,"TweetSentimentExtractionClassification":61.57}
{"index":63,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised\">LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.63,"AmazonCounterfactualClassification (en)":77.58,"AmazonPolarityClassification":91.12,"AmazonReviewsClassification (en)":49.97,"Banking77Classification":88.31,"EmotionClassification":52.04,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.29,"MassiveScenarioClassification (en)":81.64,"MTOPDomainClassification (en)":96.04,"MTOPIntentClassification (en)":84.77,"ToxicConversationsClassification":69.26,"TweetSentimentExtractionClassification":62.14}
{"index":34,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.49,"AmazonCounterfactualClassification (en)":81.3,"AmazonPolarityClassification":95.62,"AmazonReviewsClassification (en)":51.72,"Banking77Classification":85.53,"EmotionClassification":51.57,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.74,"MTOPDomainClassification (en)":94.88,"MTOPIntentClassification (en)":76.52,"ToxicConversationsClassification":72.61,"TweetSentimentExtractionClassification":62.02}
{"index":59,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised\">LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.33,"AmazonCounterfactualClassification (en)":82.22,"AmazonPolarityClassification":89.69,"AmazonReviewsClassification (en)":48.47,"Banking77Classification":88.17,"EmotionClassification":51.71,"ImdbClassification":85.78,"MassiveIntentClassification (en)":78.06,"MassiveScenarioClassification (en)":81.35,"MTOPDomainClassification (en)":95.57,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":71.01,"TweetSentimentExtractionClassification":61.11}
{"index":114,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-small-Embedding-v0\">GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":76.11,"AmazonCounterfactualClassification (en)":75.27,"AmazonPolarityClassification":93.23,"AmazonReviewsClassification (en)":49.72,"Banking77Classification":86.65,"EmotionClassification":55.89,"ImdbClassification":89.49,"MassiveIntentClassification (en)":75.53,"MassiveScenarioClassification (en)":79.23,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":79.09,"ToxicConversationsClassification":72.8,"TweetSentimentExtractionClassification":61.0}
{"index":111,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-Embedding-v0\">GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":76.03,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":93.51,"AmazonReviewsClassification (en)":50.45,"Banking77Classification":87.3,"EmotionClassification":54.68,"ImdbClassification":89.66,"MassiveIntentClassification (en)":76.01,"MassiveScenarioClassification (en)":79.64,"MTOPDomainClassification (en)":95.3,"MTOPIntentClassification (en)":78.1,"ToxicConversationsClassification":72.42,"TweetSentimentExtractionClassification":59.32}
{"index":113,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-large-Embedding-v0\">GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":76.01,"AmazonCounterfactualClassification (en)":75.58,"AmazonPolarityClassification":93.41,"AmazonReviewsClassification (en)":49.06,"Banking77Classification":88.1,"EmotionClassification":54.72,"ImdbClassification":91.23,"MassiveIntentClassification (en)":76.2,"MassiveScenarioClassification (en)":79.35,"MTOPDomainClassification (en)":95.25,"MTOPIntentClassification (en)":78.24,"ToxicConversationsClassification":71.86,"TweetSentimentExtractionClassification":59.17}
{"index":36,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.01,"AmazonCounterfactualClassification (en)":77.85,"AmazonPolarityClassification":95.6,"AmazonReviewsClassification (en)":49.79,"Banking77Classification":86.09,"EmotionClassification":48.15,"ImdbClassification":93.97,"MassiveIntentClassification (en)":74.51,"MassiveScenarioClassification (en)":79.0,"MTOPDomainClassification (en)":94.92,"MTOPIntentClassification (en)":78.89,"ToxicConversationsClassification":71.2,"TweetSentimentExtractionClassification":62.18}
{"index":172,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.99,"AmazonCounterfactualClassification (en)":76.06,"AmazonPolarityClassification":91.98,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":87.9,"EmotionClassification":52.03,"ImdbClassification":92.79,"MassiveIntentClassification (en)":77.41,"MassiveScenarioClassification (en)":80.45,"MTOPDomainClassification (en)":94.59,"MTOPIntentClassification (en)":79.26,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.0}
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{"index":128,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
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{"index":71,"Rank":144,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Wartortle\">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":101,"Rank":145,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-s\">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":218,"Rank":146,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-base\">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":213,"Rank":147,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">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":69,"Rank":148,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Squirtle\">Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":64.86,"AmazonCounterfactualClassification (en)":69.6,"AmazonPolarityClassification":82.09,"AmazonReviewsClassification (en)":41.94,"Banking77Classification":67.13,"EmotionClassification":45.79,"ImdbClassification":74.95,"MassiveIntentClassification (en)":61.52,"MassiveScenarioClassification (en)":67.04,"MTOPDomainClassification (en)":87.27,"MTOPIntentClassification (en)":54.66,"ToxicConversationsClassification":64.47,"TweetSentimentExtractionClassification":61.8}
{"index":58,"Rank":149,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ManiShankar-AlpesAi\/paraphrase-multilingual-mpnet-base-v2-KE_Sieve\">paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.85,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":70.19,"AmazonReviewsClassification (en)":34.29,"Banking77Classification":75.89,"EmotionClassification":40.26,"ImdbClassification":61.14,"MassiveIntentClassification (en)":65.6,"MassiveScenarioClassification (en)":70.37,"MTOPDomainClassification (en)":87.22,"MTOPIntentClassification (en)":69.45,"ToxicConversationsClassification":70.26,"TweetSentimentExtractionClassification":54.49}
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{"index":77,"Rank":152,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test25\">test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":64.56,"AmazonCounterfactualClassification (en)":69.57,"AmazonPolarityClassification":74.74,"AmazonReviewsClassification (en)":35.36,"Banking77Classification":77.51,"EmotionClassification":39.09,"ImdbClassification":67.87,"MassiveIntentClassification (en)":65.15,"MassiveScenarioClassification (en)":70.75,"MTOPDomainClassification (en)":89.98,"MTOPIntentClassification (en)":66.43,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":54.26}
{"index":240,"Rank":153,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-4\">universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.45,"AmazonCounterfactualClassification (en)":70.67,"AmazonPolarityClassification":67.73,"AmazonReviewsClassification (en)":32.62,"Banking77Classification":74.12,"EmotionClassification":38.64,"ImdbClassification":68.43,"MassiveIntentClassification (en)":67.23,"MassiveScenarioClassification (en)":72.79,"MTOPDomainClassification (en)":90.12,"MTOPIntentClassification (en)":65.0,"ToxicConversationsClassification":68.99,"TweetSentimentExtractionClassification":57.01}
{"index":178,"Rank":154,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mgoin\/all-MiniLM-L6-v2-ds\">all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.67,"AmazonCounterfactualClassification (en)":61.99,"AmazonPolarityClassification":64.75,"AmazonReviewsClassification (en)":29.79,"Banking77Classification":82.92,"EmotionClassification":40.56,"ImdbClassification":61.71,"MassiveIntentClassification (en)":68.72,"MassiveScenarioClassification (en)":74.39,"MTOPDomainClassification (en)":91.45,"MTOPIntentClassification (en)":70.03,"ToxicConversationsClassification":65.33,"TweetSentimentExtractionClassification":52.41}
{"index":76,"Rank":155,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test24\">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}
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{"index":215,"Rank":173,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_glove.6B.300d\">glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":57.29,"AmazonCounterfactualClassification (en)":56.91,"AmazonPolarityClassification":60.32,"AmazonReviewsClassification (en)":29.67,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"MassiveIntentClassification (en)":56.19,"MassiveScenarioClassification (en)":66.03,"MTOPDomainClassification (en)":79.11,"MTOPIntentClassification (en)":55.85,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
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{"index":214,"Rank":175,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":52.37,"AmazonCounterfactualClassification (en)":58.7,"AmazonPolarityClassification":57.77,"AmazonReviewsClassification (en)":26.26,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"MassiveIntentClassification (en)":51.73,"MassiveScenarioClassification (en)":58.58,"MTOPDomainClassification (en)":74.53,"MTOPIntentClassification (en)":50.05,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
{"index":238,"Rank":176,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thtang\/ALL_862873\">ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":41.73,"AmazonCounterfactualClassification (en)":50.81,"AmazonPolarityClassification":52.57,"AmazonReviewsClassification (en)":22.63,"Banking77Classification":36.43,"EmotionClassification":22.75,"ImdbClassification":50.76,"MassiveIntentClassification (en)":34.33,"MassiveScenarioClassification (en)":44.13,"MTOPDomainClassification (en)":61.03,"MTOPIntentClassification (en)":29.68,"ToxicConversationsClassification":54.93,"TweetSentimentExtractionClassification":40.75}
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{"index":30,"Rank":187,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":69.91,"AmazonPolarityClassification":72.95,"AmazonReviewsClassification (en)":"","Banking77Classification":64.12,"EmotionClassification":31.51,"ImdbClassification":65.17,"MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":68.76,"MTOPDomainClassification (en)":81.21,"MTOPIntentClassification (en)":51.56,"ToxicConversationsClassification":65.65,"TweetSentimentExtractionClassification":57.41}
{"index":31,"Rank":188,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":53.41,"MassiveScenarioClassification (en)":61.78,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":32,"Rank":189,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":54.76,"MassiveScenarioClassification (en)":63.42,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":37,"Rank":190,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Forbu14\/openai_clip_embeddings\">openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":57.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.59,"Banking77Classification":73.42,"EmotionClassification":33.62,"ImdbClassification":56.17,"MassiveIntentClassification (en)":62.96,"MassiveScenarioClassification (en)":71.47,"MTOPDomainClassification (en)":87.07,"MTOPIntentClassification (en)":61.96,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":49.34}
{"index":51,"Rank":201,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jaume\/gemma-2b-embeddings\">gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":95,"Rank":215,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Shimin\/LLaMA-embeeding\">LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28}
{"index":96,"Rank":216,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Shimin\/yiyouliao\">yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""}
{"index":182,"Rank":236,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mukaj\/fin-mpnet-base\">fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":185,"Rank":237,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-large-en-v1.5-quant\">bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":75.54,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":224,"Rank":248,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (en)":71.57,"AmazonPolarityClassification":69.21,"AmazonReviewsClassification (en)":35.11,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":87.06,"MTOPIntentClassification (en)":65.52,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
{"index":225,"Rank":249,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.51,"Banking77Classification":81.07,"EmotionClassification":45.83,"ImdbClassification":64.57,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":71.02,"TweetSentimentExtractionClassification":59.03}
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