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{"Rank":8,"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":75.05,"AmazonPolarityClassification":91.12,"Banking77Classification":88.31,"EmotionClassification":52.04,"ImdbClassification":87.42,"ToxicConversationsClassification":69.26,"TweetSentimentExtractionClassification":62.14}
{"Rank":9,"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":74.58,"AmazonPolarityClassification":89.69,"Banking77Classification":88.17,"EmotionClassification":51.71,"ImdbClassification":85.78,"ToxicConversationsClassification":71.01,"TweetSentimentExtractionClassification":61.11}
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{"Rank":13,"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":73.63,"AmazonPolarityClassification":90.84,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
{"Rank":14,"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":73.48,"AmazonPolarityClassification":91.89,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
{"Rank":15,"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":73.46,"AmazonPolarityClassification":86.07,"Banking77Classification":88.05,"EmotionClassification":51.2,"ImdbClassification":82.94,"ToxicConversationsClassification":70.59,"TweetSentimentExtractionClassification":61.9}
{"Rank":16,"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":72.63,"AmazonPolarityClassification":93.26,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
{"Rank":17,"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":72.5,"AmazonPolarityClassification":91.35,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
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{"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":72.29,"AmazonPolarityClassification":91.32,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
{"Rank":20,"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":71.65,"AmazonPolarityClassification":85.29,"Banking77Classification":86.16,"EmotionClassification":48.88,"ImdbClassification":77.95,"ToxicConversationsClassification":70.71,"TweetSentimentExtractionClassification":60.9}
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{"Rank":22,"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":70.41,"AmazonPolarityClassification":82.05,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
{"Rank":23,"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":70.4,"AmazonPolarityClassification":91.76,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
{"Rank":24,"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":70.24,"AmazonPolarityClassification":88.74,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
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{"Rank":26,"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":69.69,"AmazonPolarityClassification":86.69,"Banking77Classification":79.36,"EmotionClassification":48.79,"ImdbClassification":82.25,"ToxicConversationsClassification":63.9,"TweetSentimentExtractionClassification":57.14}
{"Rank":27,"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":69.53,"AmazonPolarityClassification":80.68,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
{"Rank":28,"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":69.16,"AmazonPolarityClassification":79.05,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
{"Rank":29,"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":68.06,"AmazonPolarityClassification":82.47,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
{"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.98,"AmazonPolarityClassification":88.61,"Banking77Classification":70.44,"EmotionClassification":42.86,"ImdbClassification":79.57,"ToxicConversationsClassification":63.59,"TweetSentimentExtractionClassification":62.79}
{"Rank":31,"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":67.58,"AmazonPolarityClassification":85.92,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
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{"Rank":35,"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":65.42,"AmazonPolarityClassification":76.41,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
{"Rank":36,"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":65.42,"AmazonPolarityClassification":74.28,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
{"Rank":37,"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":64.05,"AmazonPolarityClassification":68.63,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
{"Rank":38,"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":63.68,"AmazonPolarityClassification":74.48,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
{"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":63.06,"AmazonPolarityClassification":67.14,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
{"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-base\">gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.98,"AmazonPolarityClassification":67.82,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
{"Rank":41,"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":62.89,"AmazonPolarityClassification":61.91,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
{"Rank":42,"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":62.33,"AmazonPolarityClassification":69.21,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
{"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/msmarco-bert-co-condensor\">msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.84,"AmazonPolarityClassification":66.88,"Banking77Classification":82.35,"EmotionClassification":41.91,"ImdbClassification":60.17,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":55.74}
{"Rank":44,"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":61.68,"AmazonPolarityClassification":68.0,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
{"Rank":45,"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":61.0,"AmazonPolarityClassification":62.98,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
{"Rank":46,"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":60.63,"AmazonPolarityClassification":68.95,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
{"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":60.5,"AmazonPolarityClassification":64.26,"Banking77Classification":80.04,"EmotionClassification":40.83,"ImdbClassification":61.76,"ToxicConversationsClassification":62.09,"TweetSentimentExtractionClassification":54.04}
{"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bert-base-uncased\">bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":59.53,"AmazonPolarityClassification":71.33,"Banking77Classification":63.41,"EmotionClassification":35.28,"ImdbClassification":65.35,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":51.81}
{"Rank":49,"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":57.28,"AmazonPolarityClassification":60.32,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
{"Rank":50,"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":56.87,"AmazonPolarityClassification":59.59,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
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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":51.43,"AmazonPolarityClassification":57.77,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
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{"Rank":54,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":83.21,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
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{"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/xhluca\/bm25s\">bm25s<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":61,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":64,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-10lang-cased\">bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-15lang-cased\">bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Geotrend\/bert-base-25lang-cased\">bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Wissam42\/sentence-croissant-llm-base\">sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":74,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-base\">sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dangvantuan\/sentence-camembert-large\">sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_cased\">flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_base_uncased\">flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/flaubert\/flaubert_large_cased\">flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-cased\">bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/google-bert\/bert-base-multilingual-uncased\">bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":88,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":89,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/herbert-base-retrieval-v2\">herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ipipan\/silver-retriever-base-v1\">silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-distilroberta\">st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sdadas\/st-polish-paraphrase-from-mpnet\">st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/spaces\/mteb\/leaderboard\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":101,"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":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
{"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-base\">xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":null,"AmazonPolarityClassification":null,"Banking77Classification":null,"EmotionClassification":null,"ImdbClassification":null,"ToxicConversationsClassification":null,"TweetSentimentExtractionClassification":null}
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