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{"Rank":1,"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}
{"Rank":2,"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}
{"Rank":3,"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}
{"Rank":4,"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}
{"Rank":5,"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}
{"Rank":6,"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}
{"Rank":7,"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}
{"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised\">LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.92,"AmazonCounterfactualClassification (en)":79.94,"AmazonPolarityClassification":86.07,"AmazonReviewsClassification (en)":46.84,"Banking77Classification":88.05,"EmotionClassification":51.2,"ImdbClassification":82.94,"MassiveIntentClassification (en)":79.8,"MassiveScenarioClassification (en)":81.52,"MTOPDomainClassification (en)":96.14,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":70.59,"TweetSentimentExtractionClassification":61.9}
{"Rank":9,"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}
{"Rank":10,"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}
{"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse\">LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.07,"AmazonCounterfactualClassification (en)":76.94,"AmazonPolarityClassification":85.29,"AmazonReviewsClassification (en)":47.09,"Banking77Classification":86.16,"EmotionClassification":48.88,"ImdbClassification":77.95,"MassiveIntentClassification (en)":76.65,"MassiveScenarioClassification (en)":79.99,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":82.84,"ToxicConversationsClassification":70.71,"TweetSentimentExtractionClassification":60.9}
{"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":73.42,"AmazonCounterfactualClassification (en)":77.07,"AmazonPolarityClassification":92.79,"AmazonReviewsClassification (en)":48.93,"Banking77Classification":82.31,"EmotionClassification":48.57,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.44,"MassiveScenarioClassification (en)":74.82,"MTOPDomainClassification (en)":92.49,"MTOPIntentClassification (en)":68.33,"ToxicConversationsClassification":70.04,"TweetSentimentExtractionClassification":62.01}
{"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.24,"AmazonCounterfactualClassification (en)":74.27,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.97,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"MassiveIntentClassification (en)":73.07,"MassiveScenarioClassification (en)":76.82,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":74.27,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
{"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.21,"AmazonCounterfactualClassification (en)":76.42,"AmazonPolarityClassification":90.84,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"MassiveIntentClassification (en)":72.86,"MassiveScenarioClassification (en)":76.84,"MTOPDomainClassification (en)":93.91,"MTOPIntentClassification (en)":70.98,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
{"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":72.84,"AmazonCounterfactualClassification (en)":76.01,"AmazonPolarityClassification":93.17,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":80.88,"EmotionClassification":51.95,"ImdbClassification":87.54,"MassiveIntentClassification (en)":72.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":90.73,"MTOPIntentClassification (en)":68.15,"ToxicConversationsClassification":70.95,"TweetSentimentExtractionClassification":61.21}
{"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":72.31,"AmazonCounterfactualClassification (en)":75.51,"AmazonPolarityClassification":92.87,"AmazonReviewsClassification (en)":47.12,"Banking77Classification":78.46,"EmotionClassification":51.74,"ImdbClassification":87.01,"MassiveIntentClassification (en)":71.78,"MassiveScenarioClassification (en)":73.16,"MTOPDomainClassification (en)":90.99,"MTOPIntentClassification (en)":64.98,"ToxicConversationsClassification":71.73,"TweetSentimentExtractionClassification":62.33}
{"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-supervised\">LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":82.05,"AmazonReviewsClassification (en)":40.81,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"MassiveIntentClassification (en)":75.58,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.09,"MTOPIntentClassification (en)":77.05,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
{"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":72.1,"AmazonCounterfactualClassification (en)":72.94,"AmazonPolarityClassification":91.35,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"MassiveIntentClassification (en)":71.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":72.47,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
{"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.97,"AmazonCounterfactualClassification (en)":73.96,"AmazonPolarityClassification":91.32,"AmazonReviewsClassification (en)":46.03,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"MassiveIntentClassification (en)":71.12,"MassiveScenarioClassification (en)":75.56,"MTOPDomainClassification (en)":92.76,"MTOPIntentClassification (en)":70.45,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
{"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse\">LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":71.88,"AmazonCounterfactualClassification (en)":75.7,"AmazonPolarityClassification":80.68,"AmazonReviewsClassification (en)":40.0,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"MassiveIntentClassification (en)":75.01,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.47,"MTOPIntentClassification (en)":81.09,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
{"Rank":21,"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":71.77,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.2,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"MassiveIntentClassification (en)":68.51,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":91.81,"MTOPIntentClassification (en)":64.29,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
{"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse\">LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":71.57,"AmazonCounterfactualClassification (en)":76.91,"AmazonPolarityClassification":79.05,"AmazonReviewsClassification (en)":40.08,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":79.17,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":79.54,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
{"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.93,"AmazonCounterfactualClassification (en)":75.94,"AmazonPolarityClassification":86.72,"AmazonReviewsClassification (en)":44.78,"Banking77Classification":80.66,"EmotionClassification":48.74,"ImdbClassification":77.98,"MassiveIntentClassification (en)":70.15,"MassiveScenarioClassification (en)":75.33,"MTOPDomainClassification (en)":92.13,"MTOPIntentClassification (en)":64.68,"ToxicConversationsClassification":72.29,"TweetSentimentExtractionClassification":61.81}
{"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.44,"AmazonCounterfactualClassification (en)":76.4,"AmazonPolarityClassification":92.83,"AmazonReviewsClassification (en)":47.45,"Banking77Classification":68.04,"EmotionClassification":50.33,"ImdbClassification":89.38,"MassiveIntentClassification (en)":65.17,"MassiveScenarioClassification (en)":67.67,"MTOPDomainClassification (en)":89.89,"MTOPIntentClassification (en)":64.8,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":63.35}
{"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":70.21,"AmazonCounterfactualClassification (en)":71.1,"AmazonPolarityClassification":86.69,"AmazonReviewsClassification (en)":45.51,"Banking77Classification":79.36,"EmotionClassification":48.79,"ImdbClassification":82.25,"MassiveIntentClassification (en)":71.52,"MassiveScenarioClassification (en)":73.87,"MTOPDomainClassification (en)":92.67,"MTOPIntentClassification (en)":69.77,"ToxicConversationsClassification":63.9,"TweetSentimentExtractionClassification":57.14}
{"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":69.81,"AmazonCounterfactualClassification (en)":75.82,"AmazonPolarityClassification":85.12,"AmazonReviewsClassification (en)":44.94,"Banking77Classification":76.48,"EmotionClassification":51.35,"ImdbClassification":77.34,"MassiveIntentClassification (en)":69.74,"MassiveScenarioClassification (en)":72.32,"MTOPDomainClassification (en)":90.34,"MTOPIntentClassification (en)":63.32,"ToxicConversationsClassification":68.2,"TweetSentimentExtractionClassification":62.71}
{"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.76,"AmazonCounterfactualClassification (en)":77.36,"AmazonPolarityClassification":91.76,"AmazonReviewsClassification (en)":47.54,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"MassiveIntentClassification (en)":65.71,"MassiveScenarioClassification (en)":71.57,"MTOPDomainClassification (en)":90.9,"MTOPIntentClassification (en)":61.6,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
{"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":69.7,"AmazonCounterfactualClassification (en)":69.78,"AmazonPolarityClassification":88.74,"AmazonReviewsClassification (en)":43.11,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"MassiveIntentClassification (en)":69.34,"MassiveScenarioClassification (en)":74.21,"MTOPDomainClassification (en)":89.61,"MTOPIntentClassification (en)":68.9,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
{"Rank":29,"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}
{"Rank":30,"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":67.46,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.52,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
{"Rank":31,"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}
{"Rank":32,"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}
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{"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":63.21,"AmazonCounterfactualClassification (en)":65.28,"AmazonPolarityClassification":62.98,"AmazonReviewsClassification (en)":30.79,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"MassiveIntentClassification (en)":67.15,"MassiveScenarioClassification (en)":74.58,"MTOPDomainClassification (en)":91.9,"MTOPIntentClassification (en)":62.84,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
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{"Rank":47,"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}
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{"Rank":49,"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}
{"Rank":50,"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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{"Rank":52,"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}
{"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/embeddings.html\">titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":61.85,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":83.21,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":68.36,"AmazonReviewsClassification (en)":"","Banking77Classification":59.86,"EmotionClassification":29.5,"ImdbClassification":58.36,"MassiveIntentClassification (en)":50.16,"MassiveScenarioClassification (en)":61.29,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":57.77,"TweetSentimentExtractionClassification":55.3}