all_data_tasks/0/default.jsonl

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{"index":21,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-en-icl\">bge-en-icl<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.95,"AmazonCounterfactualClassification (en)":93.15,"AmazonPolarityClassification":96.98,"AmazonReviewsClassification (en)":61.46,"Banking77Classification":91.49,"EmotionClassification":93.36,"ImdbClassification":96.91,"MassiveIntentClassification (en)":82.93,"MassiveScenarioClassification (en)":85.6,"MTOPDomainClassification (en)":98.42,"MTOPIntentClassification (en)":94.0,"ToxicConversationsClassification":93.17,"TweetSentimentExtractionClassification":79.93}
{"index":23,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":88.08,"AmazonCounterfactualClassification (en)":89.48,"AmazonPolarityClassification":96.9,"AmazonReviewsClassification (en)":61.6,"Banking77Classification":92.53,"EmotionClassification":92.97,"ImdbClassification":96.66,"MassiveIntentClassification (en)":82.05,"MassiveScenarioClassification (en)":84.4,"MTOPDomainClassification (en)":98.61,"MTOPIntentClassification (en)":95.51,"ToxicConversationsClassification":87.34,"TweetSentimentExtractionClassification":78.86}
{"index":51,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Intel\/neural-embedding-v1\">neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.91,"AmazonCounterfactualClassification (en)":93.1,"AmazonPolarityClassification":97.54,"AmazonReviewsClassification (en)":61.17,"Banking77Classification":88.73,"EmotionClassification":91.36,"ImdbClassification":96.92,"MassiveIntentClassification (en)":82.5,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":99.03,"MTOPIntentClassification (en)":90.94,"ToxicConversationsClassification":91.17,"TweetSentimentExtractionClassification":77.93}
{"index":135,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dunzhang\/stella_en_1.5B_v5\">stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":87.63,"AmazonCounterfactualClassification (en)":92.87,"AmazonPolarityClassification":97.16,"AmazonReviewsClassification (en)":59.36,"Banking77Classification":89.79,"EmotionClassification":84.29,"ImdbClassification":96.66,"MassiveIntentClassification (en)":85.83,"MassiveScenarioClassification (en)":90.2,"MTOPDomainClassification (en)":99.01,"MTOPIntentClassification (en)":92.78,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":74.84}
{"index":210,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nvidia\/NV-Embed-v1\">NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":87.35,"AmazonCounterfactualClassification (en)":95.12,"AmazonPolarityClassification":97.14,"AmazonReviewsClassification (en)":55.47,"Banking77Classification":90.34,"EmotionClassification":91.7,"ImdbClassification":97.06,"MassiveIntentClassification (en)":80.07,"MassiveScenarioClassification (en)":81.74,"MTOPDomainClassification (en)":96.51,"MTOPIntentClassification (en)":89.77,"ToxicConversationsClassification":92.6,"TweetSentimentExtractionClassification":80.64}
{"index":136,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dunzhang\/stella_en_400M_v5\">stella_en_400M_v5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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}
{"index":17,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":86.58,"AmazonCounterfactualClassification (en)":91.31,"AmazonPolarityClassification":97.5,"AmazonReviewsClassification (en)":62.56,"Banking77Classification":87.57,"EmotionClassification":79.45,"ImdbClassification":96.75,"MassiveIntentClassification (en)":85.41,"MassiveScenarioClassification (en)":89.77,"MTOPDomainClassification (en)":99.04,"MTOPIntentClassification (en)":91.88,"ToxicConversationsClassification":85.12,"TweetSentimentExtractionClassification":72.58}
{"index":200,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/niancheng\/gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF\">gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.47,"AmazonCounterfactualClassification (en)":83.99,"AmazonPolarityClassification":96.61,"AmazonReviewsClassification (en)":55.61,"Banking77Classification":87.31,"EmotionClassification":61.37,"ImdbClassification":95.83,"MassiveIntentClassification (en)":82.4,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":97.69,"MTOPIntentClassification (en)":88.76,"ToxicConversationsClassification":82.66,"TweetSentimentExtractionClassification":72.95}
{"index":16,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":82.47,"AmazonCounterfactualClassification (en)":83.99,"AmazonPolarityClassification":96.61,"AmazonReviewsClassification (en)":55.61,"Banking77Classification":87.31,"EmotionClassification":61.37,"ImdbClassification":95.83,"MassiveIntentClassification (en)":82.4,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":97.69,"MTOPIntentClassification (en)":88.76,"ToxicConversationsClassification":82.66,"TweetSentimentExtractionClassification":72.95}
{"index":6,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">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":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">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":58,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">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}
{"index":15,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
{"index":9,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":79.25,"AmazonCounterfactualClassification (en)":88.31,"AmazonPolarityClassification":96.32,"AmazonReviewsClassification (en)":56.25,"Banking77Classification":88.59,"EmotionClassification":50.28,"ImdbClassification":95.75,"MassiveIntentClassification (en)":73.97,"MassiveScenarioClassification (en)":83.99,"MTOPDomainClassification (en)":97.65,"MTOPIntentClassification (en)":75.16,"ToxicConversationsClassification":81.75,"TweetSentimentExtractionClassification":62.98}
{"index":0,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":79.0,"AmazonCounterfactualClassification (en)":70.93,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":48.47,"Banking77Classification":86.01,"EmotionClassification":51.53,"ImdbClassification":95.7,"MassiveIntentClassification (en)":75.67,"MassiveScenarioClassification (en)":85.16,"MTOPDomainClassification (en)":98.02,"MTOPIntentClassification (en)":77.82,"ToxicConversationsClassification":88.33,"TweetSentimentExtractionClassification":72.97}
{"index":43,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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":153,"Rank":18,"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":96,"Rank":19,"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":20,"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)":"","Memory Usage (GB, fp32)":"","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":158,"Rank":21,"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)":"","Memory Usage (GB, fp32)":"","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":175,"Rank":22,"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)":"","Memory Usage (GB, fp32)":"","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":214,"Rank":23,"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":24,"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)":"","Memory Usage (GB, fp32)":"","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":64,"Rank":25,"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":26,"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":60,"Rank":27,"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":118,"Rank":28,"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)":"","Memory Usage (GB, fp32)":"","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":115,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-Embedding-v0\">GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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":117,"Rank":30,"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)":"","Memory Usage (GB, fp32)":"","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":31,"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}
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{"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":75.97,"AmazonCounterfactualClassification (en)":75.85,"AmazonPolarityClassification":92.42,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":87.79,"EmotionClassification":51.52,"ImdbClassification":92.85,"MassiveIntentClassification (en)":77.56,"MassiveScenarioClassification (en)":80.53,"MTOPDomainClassification (en)":94.59,"MTOPIntentClassification (en)":79.49,"ToxicConversationsClassification":70.91,"TweetSentimentExtractionClassification":59.94}
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{"index":20,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":176,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liddlefish\/privacy_embedding_rag_10k_base_12_final\">privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":178,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liddlefish\/privacy_embedding_rag_10k_base_checkpoint_2\">privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":120,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aws-neuron\/bge-base-en-v1-5-seqlen-384-bs-1\">bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":279,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.45,"AmazonCounterfactualClassification (en)":78.93,"AmazonPolarityClassification":92.85,"AmazonReviewsClassification (en)":48.7,"Banking77Classification":85.69,"EmotionClassification":51.58,"ImdbClassification":87.67,"MassiveIntentClassification (en)":74.64,"MassiveScenarioClassification (en)":79.79,"MTOPDomainClassification (en)":95.36,"MTOPIntentClassification (en)":75.07,"ToxicConversationsClassification":72.92,"TweetSentimentExtractionClassification":62.22}
{"index":148,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-base-en-v2\">stella-base-en-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.28,"AmazonCounterfactualClassification (en)":77.19,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.61,"Banking77Classification":84.73,"EmotionClassification":54.47,"ImdbClassification":91.31,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":78.28,"MTOPDomainClassification (en)":93.5,"MTOPIntentClassification (en)":71.06,"ToxicConversationsClassification":72.99,"TweetSentimentExtractionClassification":63.07}
{"index":134,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/djuna\/stella-base-en-v2-Q5_K_M-GGUF\">stella-base-en-v2-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.28,"AmazonCounterfactualClassification (en)":77.19,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.61,"Banking77Classification":84.73,"EmotionClassification":54.47,"ImdbClassification":91.31,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":78.28,"MTOPDomainClassification (en)":93.5,"MTOPIntentClassification (en)":71.06,"ToxicConversationsClassification":72.99,"TweetSentimentExtractionClassification":63.07}
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{"index":152,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":256,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed\">b1ade-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.16,"AmazonCounterfactualClassification (en)":75.18,"AmazonPolarityClassification":93.07,"AmazonReviewsClassification (en)":48.42,"Banking77Classification":88.03,"EmotionClassification":51.93,"ImdbClassification":91.91,"MassiveIntentClassification (en)":75.91,"MassiveScenarioClassification (en)":79.43,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":76.61,"ToxicConversationsClassification":67.91,"TweetSentimentExtractionClassification":59.22}
{"index":194,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-base-en-v1.5-quant\">bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.98,"AmazonCounterfactualClassification (en)":76.16,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":48.21,"Banking77Classification":86.35,"EmotionClassification":51.27,"ImdbClassification":89.72,"MassiveIntentClassification (en)":75.16,"MassiveScenarioClassification (en)":78.93,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":75.26,"ToxicConversationsClassification":72.12,"TweetSentimentExtractionClassification":59.67}
{"index":157,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":8,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.79,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":96.41,"AmazonReviewsClassification (en)":57.06,"Banking77Classification":81.64,"EmotionClassification":48.29,"ImdbClassification":95.49,"MassiveIntentClassification (en)":71.29,"MassiveScenarioClassification (en)":76.74,"MTOPDomainClassification (en)":96.3,"MTOPIntentClassification (en)":67.93,"ToxicConversationsClassification":75.45,"TweetSentimentExtractionClassification":59.44}
{"index":53,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.5,"AmazonCounterfactualClassification (en)":72.39,"AmazonPolarityClassification":93.71,"AmazonReviewsClassification (en)":50.85,"Banking77Classification":85.41,"EmotionClassification":55.93,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":77.42,"MTOPDomainClassification (en)":94.25,"MTOPIntentClassification (en)":67.51,"ToxicConversationsClassification":67.3,"TweetSentimentExtractionClassification":61.76}
{"index":33,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-light-v3.0\">Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.31,"AmazonCounterfactualClassification (en)":78.63,"AmazonPolarityClassification":94.8,"AmazonReviewsClassification (en)":51.02,"Banking77Classification":79.7,"EmotionClassification":52.74,"ImdbClassification":92.17,"MassiveIntentClassification (en)":70.01,"MassiveScenarioClassification (en)":76.34,"MTOPDomainClassification (en)":93.63,"MTOPIntentClassification (en)":64.93,"ToxicConversationsClassification":73.04,"TweetSentimentExtractionClassification":64.72}
{"index":24,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":74.14,"AmazonCounterfactualClassification (en)":73.79,"AmazonPolarityClassification":92.75,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":85.74,"EmotionClassification":47.84,"ImdbClassification":90.61,"MassiveIntentClassification (en)":74.81,"MassiveScenarioClassification (en)":78.7,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":74.75,"ToxicConversationsClassification":69.89,"TweetSentimentExtractionClassification":60.51}
{"index":190,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.14,"AmazonCounterfactualClassification (en)":74.76,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":46.16,"Banking77Classification":86.65,"EmotionClassification":49.32,"ImdbClassification":90.4,"MassiveIntentClassification (en)":73.87,"MassiveScenarioClassification (en)":78.17,"MTOPDomainClassification (en)":93.1,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":71.53,"TweetSentimentExtractionClassification":59.25}
{"index":28,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/CAiRE\/UniVaR-lambda-5\">UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
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{"index":116,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-all-MiniLM-L6-v2\">GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.72,"AmazonCounterfactualClassification (en)":72.9,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":42.56,"Banking77Classification":84.24,"EmotionClassification":52.06,"ImdbClassification":78.54,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":76.68,"MTOPDomainClassification (en)":94.78,"MTOPIntentClassification (en)":77.72,"ToxicConversationsClassification":72.9,"TweetSentimentExtractionClassification":59.85}
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{"index":249,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-small\">gte-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.31,"AmazonCounterfactualClassification (en)":73.22,"AmazonPolarityClassification":91.82,"AmazonReviewsClassification (en)":48.03,"Banking77Classification":84.08,"EmotionClassification":46.56,"ImdbClassification":86.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":75.64,"MTOPDomainClassification (en)":93.05,"MTOPIntentClassification (en)":69.65,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":58.22}
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{"index":133,"Rank":122,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/djuna\/jina-embeddings-v2-small-en-Q5_K_M-GGUF\">jina-embeddings-v2-small-en-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.82,"AmazonCounterfactualClassification (en)":71.36,"AmazonPolarityClassification":82.9,"AmazonReviewsClassification (en)":40.89,"Banking77Classification":78.25,"EmotionClassification":44.01,"ImdbClassification":73.64,"MassiveIntentClassification (en)":67.61,"MassiveScenarioClassification (en)":69.75,"MTOPDomainClassification (en)":93.96,"MTOPIntentClassification (en)":72.5,"ToxicConversationsClassification":71.54,"TweetSentimentExtractionClassification":59.4}
{"index":199,"Rank":123,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-small-en-v1.5-sparse\">bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.55,"AmazonCounterfactualClassification (en)":70.72,"AmazonPolarityClassification":83.34,"AmazonReviewsClassification (en)":40.99,"Banking77Classification":81.25,"EmotionClassification":41.66,"ImdbClassification":74.81,"MassiveIntentClassification (en)":69.8,"MassiveScenarioClassification (en)":74.54,"MTOPDomainClassification (en)":91.22,"MTOPIntentClassification (en)":69.39,"ToxicConversationsClassification":67.44,"TweetSentimentExtractionClassification":57.48}
{"index":100,"Rank":124,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m\">snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.23,"AmazonCounterfactualClassification (en)":76.81,"AmazonPolarityClassification":82.83,"AmazonReviewsClassification (en)":38.93,"Banking77Classification":80.34,"EmotionClassification":46.54,"ImdbClassification":74.08,"MassiveIntentClassification (en)":66.92,"MassiveScenarioClassification (en)":72.75,"MTOPDomainClassification (en)":92.73,"MTOPIntentClassification (en)":65.18,"ToxicConversationsClassification":64.93,"TweetSentimentExtractionClassification":56.73}
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{"index":253,"Rank":131,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-large-5\">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":68,"Rank":132,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Bulbasaur\">Bulbasaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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}
{"index":113,"Rank":133,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/andersonbcdefg\/bge-small-4096\">bge-small-4096<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.8,"AmazonCounterfactualClassification (en)":68.75,"AmazonPolarityClassification":81.3,"AmazonReviewsClassification (en)":38.57,"Banking77Classification":79.98,"EmotionClassification":40.09,"ImdbClassification":80.09,"MassiveIntentClassification (en)":67.58,"MassiveScenarioClassification (en)":73.47,"MTOPDomainClassification (en)":90.36,"MTOPIntentClassification (en)":66.45,"ToxicConversationsClassification":69.34,"TweetSentimentExtractionClassification":57.6}
{"index":71,"Rank":134,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Venusaur\">Venusaur<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.77,"AmazonCounterfactualClassification (en)":73.18,"AmazonPolarityClassification":79.99,"AmazonReviewsClassification (en)":39.66,"Banking77Classification":77.95,"EmotionClassification":44.38,"ImdbClassification":73.02,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":72.36,"MTOPDomainClassification (en)":89.87,"MTOPIntentClassification (en)":71.03,"ToxicConversationsClassification":64.41,"TweetSentimentExtractionClassification":59.66}
{"index":169,"Rank":135,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-l-en-v1\">jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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":67,"Rank":136,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse\">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":75,"Rank":137,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v3\">gte-micro-v3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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":74,"Rank":138,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v2\">gte-micro-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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":233,"Rank":139,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xxl\">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":212,"Rank":140,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/sup-simcse-bert-base-uncased\">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":44,"Rank":141,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Hum-Works\/lodestone-base-4096-v1\">lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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}
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{"index":82,"Rank":143,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-2.7B-weightedmean-msmarco-specb-bitfit\">SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.13,"AmazonCounterfactualClassification (en)":67.57,"AmazonPolarityClassification":71.44,"AmazonReviewsClassification (en)":35.75,"Banking77Classification":83.22,"EmotionClassification":49.21,"ImdbClassification":63.53,"MassiveIntentClassification (en)":69.01,"MassiveScenarioClassification (en)":75.9,"MTOPDomainClassification (en)":92.56,"MTOPIntentClassification (en)":71.85,"ToxicConversationsClassification":68.84,"TweetSentimentExtractionClassification":56.69}
{"index":232,"Rank":144,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":67.11,"AmazonCounterfactualClassification (en)":68.6,"AmazonPolarityClassification":74.58,"AmazonReviewsClassification (en)":38.2,"Banking77Classification":82.22,"EmotionClassification":45.54,"ImdbClassification":68.15,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.94,"MTOPDomainClassification (en)":93.6,"MTOPIntentClassification (en)":65.93,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":54.77}
{"index":99,"Rank":145,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l\">snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
{"index":129,"Rank":146,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepfile\/embedder-100p\">embedder-100p<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.95,"AmazonCounterfactualClassification (en)":67.06,"AmazonPolarityClassification":70.41,"AmazonReviewsClassification (en)":33.21,"Banking77Classification":82.73,"EmotionClassification":43.47,"ImdbClassification":67.3,"MassiveIntentClassification (en)":71.77,"MassiveScenarioClassification (en)":77.85,"MTOPDomainClassification (en)":91.82,"MTOPIntentClassification (en)":74.7,"ToxicConversationsClassification":67.48,"TweetSentimentExtractionClassification":55.62}
{"index":209,"Rank":147,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nthakur\/contriever-base-msmarco\">contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.68,"AmazonCounterfactualClassification (en)":72.19,"AmazonPolarityClassification":68.63,"AmazonReviewsClassification (en)":37.42,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":76.0,"MTOPDomainClassification (en)":93.18,"MTOPIntentClassification (en)":69.31,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
{"index":79,"Rank":148,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-1.3B-weightedmean-msmarco-specb-bitfit\">SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.52,"AmazonCounterfactualClassification (en)":65.21,"AmazonPolarityClassification":73.21,"AmazonReviewsClassification (en)":34.96,"Banking77Classification":82.06,"EmotionClassification":46.39,"ImdbClassification":64.05,"MassiveIntentClassification (en)":68.65,"MassiveScenarioClassification (en)":76.04,"MTOPDomainClassification (en)":92.08,"MTOPIntentClassification (en)":71.19,"ToxicConversationsClassification":68.73,"TweetSentimentExtractionClassification":55.67}
{"index":207,"Rank":149,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":66.48,"AmazonCounterfactualClassification (en)":66.85,"AmazonPolarityClassification":85.92,"AmazonReviewsClassification (en)":41.02,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"MassiveIntentClassification (en)":64.95,"MassiveScenarioClassification (en)":70.38,"MTOPDomainClassification (en)":86.31,"MTOPIntentClassification (en)":62.77,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
{"index":105,"Rank":150,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/bge-micro\">bge-micro<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.35,"AmazonCounterfactualClassification (en)":66.27,"AmazonPolarityClassification":75.37,"AmazonReviewsClassification (en)":35.81,"Banking77Classification":80.58,"EmotionClassification":42.47,"ImdbClassification":70.7,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":90.25,"MTOPIntentClassification (en)":67.95,"ToxicConversationsClassification":69.21,"TweetSentimentExtractionClassification":56.71}
{"index":122,"Rank":151,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.19,"AmazonCounterfactualClassification (en)":68.06,"AmazonPolarityClassification":68.97,"AmazonReviewsClassification (en)":33.86,"Banking77Classification":84.33,"EmotionClassification":44.87,"ImdbClassification":61.77,"MassiveIntentClassification (en)":69.67,"MassiveScenarioClassification (en)":75.34,"MTOPDomainClassification (en)":93.68,"MTOPIntentClassification (en)":71.34,"ToxicConversationsClassification":66.55,"TweetSentimentExtractionClassification":55.85}
{"index":168,"Rank":152,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-b-en-v1\">jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.07,"AmazonCounterfactualClassification (en)":66.73,"AmazonPolarityClassification":67.61,"AmazonReviewsClassification (en)":31.18,"Banking77Classification":84.06,"EmotionClassification":44.68,"ImdbClassification":63.87,"MassiveIntentClassification (en)":71.09,"MassiveScenarioClassification (en)":76.25,"MTOPDomainClassification (en)":91.53,"MTOPIntentClassification (en)":72.83,"ToxicConversationsClassification":66.15,"TweetSentimentExtractionClassification":56.85}
{"index":246,"Rank":153,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/technicolor\/Angle_BERT\">Angle_BERT<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":66.01,"AmazonCounterfactualClassification (en)":77.94,"AmazonPolarityClassification":76.0,"AmazonReviewsClassification (en)":37.18,"Banking77Classification":75.5,"EmotionClassification":45.21,"ImdbClassification":68.85,"MassiveIntentClassification (en)":66.32,"MassiveScenarioClassification (en)":70.62,"MTOPDomainClassification (en)":85.38,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":67.08,"TweetSentimentExtractionClassification":57.57}
{"index":281,"Rank":154,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/www.elastic.co\/guide\/en\/machine-learning\/current\/ml-nlp-elser.html\">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":255,"Rank":155,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">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}
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{"index":263,"Rank":157,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yishan-wang\/snowflake-arctic-embed-s-Q8_0-GGUF\">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}
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{"index":59,"Rank":162,"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":229,"Rank":164,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":64.67,"AmazonCounterfactualClassification (en)":71.81,"AmazonPolarityClassification":68.0,"AmazonReviewsClassification (en)":35.45,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"MassiveIntentClassification (en)":66.71,"MassiveScenarioClassification (en)":74.0,"MTOPDomainClassification (en)":91.59,"MTOPIntentClassification (en)":66.4,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
{"index":78,"Rank":165,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test25\">test25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","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":252,"Rank":166,"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}
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{"index":138,"Rank":170,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">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}
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{"index":73,"Rank":174,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro\">gte-micro<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.81,"AmazonCounterfactualClassification (en)":68.82,"AmazonPolarityClassification":77.12,"AmazonReviewsClassification (en)":40.94,"Banking77Classification":69.56,"EmotionClassification":46.22,"ImdbClassification":62.17,"MassiveIntentClassification (en)":59.03,"MassiveScenarioClassification (en)":66.59,"MTOPDomainClassification (en)":86.69,"MTOPIntentClassification (en)":49.7,"ToxicConversationsClassification":66.1,"TweetSentimentExtractionClassification":60.78}
{"index":222,"Rank":175,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":62.71,"AmazonCounterfactualClassification (en)":75.93,"AmazonPolarityClassification":68.95,"AmazonReviewsClassification (en)":35.8,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"MassiveIntentClassification (en)":61.46,"MassiveScenarioClassification (en)":66.41,"MTOPDomainClassification (en)":86.06,"MTOPIntentClassification (en)":63.03,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
{"index":213,"Rank":176,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.5,"AmazonCounterfactualClassification (en)":67.09,"AmazonPolarityClassification":74.48,"AmazonReviewsClassification (en)":33.85,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"MassiveIntentClassification (en)":59.84,"MassiveScenarioClassification (en)":66.25,"MTOPDomainClassification (en)":81.71,"MTOPIntentClassification (en)":59.23,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
{"index":243,"Rank":177,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":62.23,"AmazonCounterfactualClassification (en)":70.97,"AmazonPolarityClassification":66.1,"AmazonReviewsClassification (en)":33.13,"Banking77Classification":78.08,"EmotionClassification":43.35,"ImdbClassification":59.35,"MassiveIntentClassification (en)":63.83,"MassiveScenarioClassification (en)":66.96,"MTOPDomainClassification (en)":81.05,"MTOPIntentClassification (en)":62.79,"ToxicConversationsClassification":65.97,"TweetSentimentExtractionClassification":55.22}
{"index":131,"Rank":178,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/djovak\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":61.67,"AmazonCounterfactualClassification (en)":61.79,"AmazonPolarityClassification":62.36,"AmazonReviewsClassification (en)":29.59,"Banking77Classification":78.6,"EmotionClassification":39.6,"ImdbClassification":61.22,"MassiveIntentClassification (en)":66.78,"MassiveScenarioClassification (en)":73.78,"MTOPDomainClassification (en)":89.97,"MTOPIntentClassification (en)":59.57,"ToxicConversationsClassification":65.12,"TweetSentimentExtractionClassification":51.63}
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{"index":81,"Rank":180,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.46,"AmazonCounterfactualClassification (en)":65.88,"AmazonPolarityClassification":74.94,"AmazonReviewsClassification (en)":35.1,"Banking77Classification":74.68,"EmotionClassification":42.23,"ImdbClassification":62.9,"MassiveIntentClassification (en)":58.08,"MassiveScenarioClassification (en)":66.34,"MTOPDomainClassification (en)":81.52,"MTOPIntentClassification (en)":58.24,"ToxicConversationsClassification":62.79,"TweetSentimentExtractionClassification":54.82}
{"index":125,"Rank":181,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/consciousAI\/cai-stellaris-text-embeddings\">cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.44,"AmazonCounterfactualClassification (en)":64.87,"AmazonPolarityClassification":65.17,"AmazonReviewsClassification (en)":31.02,"Banking77Classification":74.12,"EmotionClassification":36.71,"ImdbClassification":66.9,"MassiveIntentClassification (en)":61.95,"MassiveScenarioClassification (en)":70.2,"MTOPDomainClassification (en)":89.13,"MTOPIntentClassification (en)":62.62,"ToxicConversationsClassification":63.57,"TweetSentimentExtractionClassification":51.04}
{"index":251,"Rank":182,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/tst\">tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.37,"AmazonCounterfactualClassification (en)":76.09,"AmazonPolarityClassification":64.51,"AmazonReviewsClassification (en)":32.07,"Banking77Classification":70.88,"EmotionClassification":32.77,"ImdbClassification":62.15,"MassiveIntentClassification (en)":61.44,"MassiveScenarioClassification (en)":66.07,"MTOPDomainClassification (en)":85.0,"MTOPIntentClassification (en)":68.76,"ToxicConversationsClassification":67.81,"TweetSentimentExtractionClassification":48.92}
{"index":80,"Rank":183,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.72,"AmazonCounterfactualClassification (en)":61.24,"AmazonPolarityClassification":65.4,"AmazonReviewsClassification (en)":31.17,"Banking77Classification":77.7,"EmotionClassification":39.08,"ImdbClassification":58.67,"MassiveIntentClassification (en)":61.41,"MassiveScenarioClassification (en)":69.74,"MTOPDomainClassification (en)":86.96,"MTOPIntentClassification (en)":62.25,"ToxicConversationsClassification":62.66,"TweetSentimentExtractionClassification":52.41}
{"index":170,"Rank":184,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-s-en-v1\">jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":60.56,"AmazonCounterfactualClassification (en)":64.82,"AmazonPolarityClassification":64.28,"AmazonReviewsClassification (en)":30.62,"Banking77Classification":74.64,"EmotionClassification":36.08,"ImdbClassification":58.71,"MassiveIntentClassification (en)":64.67,"MassiveScenarioClassification (en)":71.79,"MTOPDomainClassification (en)":88.82,"MTOPIntentClassification (en)":58.61,"ToxicConversationsClassification":59.44,"TweetSentimentExtractionClassification":54.26}
{"index":228,"Rank":185,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":57.65,"AmazonCounterfactualClassification (en)":60.54,"AmazonPolarityClassification":59.59,"AmazonReviewsClassification (en)":31.01,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"MassiveIntentClassification (en)":57.21,"MassiveScenarioClassification (en)":66.11,"MTOPDomainClassification (en)":78.57,"MTOPIntentClassification (en)":57.07,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
{"index":227,"Rank":186,"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":37,"Rank":203,"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":52,"Rank":214,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jaume\/gemma-2b-embeddings\">gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":97,"Rank":228,"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":98,"Rank":229,"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":193,"Rank":249,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mukaj\/fin-mpnet-base\">fin-mpnet-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":196,"Rank":250,"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":236,"Rank":261,"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":237,"Rank":262,"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}
{"index":242,"Rank":263,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":50.68,"MassiveScenarioClassification (en)":60.82,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":257,"Rank":266,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed-kd\">b1ade-embed-kd<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":80.3,"AmazonReviewsClassification (en)":"","Banking77Classification":85.19,"EmotionClassification":48.22,"ImdbClassification":69.87,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":75.01,"TweetSentimentExtractionClassification":61.8}
{"index":258,"Rank":267,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed-kd_3\">b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":0.86,"AmazonReviewsClassification (en)":"","Banking77Classification":0.81,"EmotionClassification":0.48,"ImdbClassification":0.74,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":0.69,"TweetSentimentExtractionClassification":0.61}
{"index":262,"Rank":271,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yessilver\/new_model\">new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":76.66,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.43,"Banking77Classification":73.74,"EmotionClassification":47.44,"ImdbClassification":79.55,"MassiveIntentClassification (en)":65.61,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":58.11,"ToxicConversationsClassification":63.53,"TweetSentimentExtractionClassification":61.77}