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| {"index":11,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average (26 datasets)":70.08,"Classification Average (6 datasets)":81.62,"Clustering Average (7 datasets)":56.48,"PairClassification Average (2 datasets)":85.07,"Reranking Average (2 datasets)":85.22,"Retrieval Average (5 datasets)":63.47,"STS Average (3 datasets)":82.59,"Summarization Average (1 datasets)":31.26} | |
| {"index":9,"Rank":2,"Model":"<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,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (26 datasets)":68.25,"Classification Average (6 datasets)":81.76,"Clustering Average (7 datasets)":55.56,"PairClassification Average (2 datasets)":90.43,"Reranking Average (2 datasets)":78.7,"Retrieval Average (5 datasets)":55.65,"STS Average (3 datasets)":82.31,"Summarization Average (1 datasets)":31.45} | |
| {"index":8,"Rank":3,"Model":"<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)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (26 datasets)":66.6,"Classification Average (6 datasets)":78.02,"Clustering Average (7 datasets)":55.01,"PairClassification Average (2 datasets)":86.88,"Reranking Average (2 datasets)":83.76,"Retrieval Average (5 datasets)":52.56,"STS Average (3 datasets)":81.26,"Summarization Average (1 datasets)":30.5} | |
| {"index":27,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3} | |
| {"index":37,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/actualdata\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":62.47,"Classification Average (6 datasets)":69.16,"Clustering Average (7 datasets)":51.26,"PairClassification Average (2 datasets)":79.64,"Reranking Average (2 datasets)":79.79,"Retrieval Average (5 datasets)":50.09,"STS Average (3 datasets)":83.62,"Summarization Average (1 datasets)":30.3} | |
| {"index":10,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (26 datasets)":59.79,"Classification Average (6 datasets)":68.72,"Clustering Average (7 datasets)":41.66,"PairClassification Average (2 datasets)":79.46,"Reranking Average (2 datasets)":76.47,"Retrieval Average (5 datasets)":52.97,"STS Average (3 datasets)":81.36,"Summarization Average (1 datasets)":29.74} | |
| {"index":61,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/leeloolee\/intention\">intention<\/a>","Model Size (Million Parameters)":306,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average (26 datasets)":59.79,"Classification Average (6 datasets)":68.72,"Clustering Average (7 datasets)":41.66,"PairClassification Average (2 datasets)":79.46,"Reranking Average (2 datasets)":76.47,"Retrieval Average (5 datasets)":52.97,"STS Average (3 datasets)":81.36,"Summarization Average (1 datasets)":29.74} | |
| {"index":26,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":59.09,"Classification Average (6 datasets)":66.74,"Clustering Average (7 datasets)":47.45,"PairClassification Average (2 datasets)":77.01,"Reranking Average (2 datasets)":77.14,"Retrieval Average (5 datasets)":44.99,"STS Average (3 datasets)":80.12,"Summarization Average (1 datasets)":30.16} | |
| {"index":35,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/OrdalieTech\/Solon-embeddings-large-0.1\">Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":58.03,"Classification Average (6 datasets)":70.02,"Clustering Average (7 datasets)":39.65,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":76.58,"Retrieval Average (5 datasets)":46.78,"STS Average (3 datasets)":80.01,"Summarization Average (1 datasets)":29.69} | |
| {"index":29,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":57.77,"Classification Average (6 datasets)":65.18,"Clustering Average (7 datasets)":46.25,"PairClassification Average (2 datasets)":75.61,"Reranking Average (2 datasets)":76.0,"Retrieval Average (5 datasets)":42.92,"STS Average (3 datasets)":79.32,"Summarization Average (1 datasets)":31.55} | |
| {"index":28,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large-8k\">bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (26 datasets)":57.73,"Classification Average (6 datasets)":66.54,"Clustering Average (7 datasets)":38.61,"PairClassification Average (2 datasets)":78.3,"Reranking Average (2 datasets)":80.35,"Retrieval Average (5 datasets)":46.68,"STS Average (3 datasets)":83.08,"Summarization Average (1 datasets)":31.62} | |
| {"index":66,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.4\">sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":57.19,"Classification Average (6 datasets)":65.96,"Clustering Average (7 datasets)":41.82,"PairClassification Average (2 datasets)":80.15,"Reranking Average (2 datasets)":76.43,"Retrieval Average (5 datasets)":44.41,"STS Average (3 datasets)":77.72,"Summarization Average (1 datasets)":30.22} | |
| {"index":65,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.3\">sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":57.13,"Classification Average (6 datasets)":67.11,"Clustering Average (7 datasets)":40.4,"PairClassification Average (2 datasets)":79.57,"Reranking Average (2 datasets)":75.48,"Retrieval Average (5 datasets)":44.9,"STS Average (3 datasets)":77.64,"Summarization Average (1 datasets)":32.46} | |
| {"index":64,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.2\">sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":56.47,"Classification Average (6 datasets)":67.4,"Clustering Average (7 datasets)":39.81,"PairClassification Average (2 datasets)":80.23,"Reranking Average (2 datasets)":75.2,"Retrieval Average (5 datasets)":43.85,"STS Average (3 datasets)":74.91,"Summarization Average (1 datasets)":30.27} | |
| {"index":95,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yco\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":56.39,"Classification Average (6 datasets)":65.92,"Clustering Average (7 datasets)":39.86,"PairClassification Average (2 datasets)":76.97,"Reranking Average (2 datasets)":75.75,"Retrieval Average (5 datasets)":42.96,"STS Average (3 datasets)":80.59,"Summarization Average (1 datasets)":29.65} | |
| {"index":62,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/bge-m3-custom-fr\">bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (26 datasets)":56.23,"Classification Average (6 datasets)":67.57,"Clustering Average (7 datasets)":37.9,"PairClassification Average (2 datasets)":77.1,"Reranking Average (2 datasets)":75.3,"Retrieval Average (5 datasets)":43.58,"STS Average (3 datasets)":79.5,"Summarization Average (1 datasets)":30.13} | |
| {"index":7,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-occiglot-mntp\">llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":45.65,"Classification Average (6 datasets)":60.98,"Clustering Average (7 datasets)":41.21,"PairClassification Average (2 datasets)":80.54,"Reranking Average (2 datasets)":49.98,"Retrieval Average (5 datasets)":12.94,"STS Average (3 datasets)":59.33,"Summarization Average (1 datasets)":28.72} | |
| {"index":0,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.mistral.ai\/guides\/embeddings\">mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":68.61,"Clustering Average (7 datasets)":44.74,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":80.46,"Retrieval Average (5 datasets)":46.81,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"Average (26 datasets)":"","Classification Average (6 datasets)":59.84,"Clustering Average (7 datasets)":41.88,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":73.1,"Retrieval Average (5 datasets)":40.81,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":2,"Rank":20,"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)":"","Embedding Dimensions":1536,"Max Tokens":16000,"Average (26 datasets)":"","Classification Average (6 datasets)":67.44,"Clustering Average (7 datasets)":45.46,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":78.78,"Retrieval Average (5 datasets)":45.33,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":3,"Rank":21,"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)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (26 datasets)":"","Classification Average (6 datasets)":68.45,"Clustering Average (7 datasets)":44.23,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":82.06,"Retrieval Average (5 datasets)":52.98,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":4,"Rank":22,"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)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (26 datasets)":"","Classification Average (6 datasets)":68.56,"Clustering Average (7 datasets)":46.57,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":82.59,"Retrieval Average (5 datasets)":54.56,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":5,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (26 datasets)":"","Classification Average (6 datasets)":53.31,"Clustering Average (7 datasets)":29.92,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":45.61,"Retrieval Average (5 datasets)":16.19,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":6,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/AdrienB134\/llm2vec-croissant-mntp\">llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":15,"Rank":28,"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)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":61.3,"Clustering Average (7 datasets)":38.91,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":69.82,"Retrieval Average (5 datasets)":36.1,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":16,"Rank":29,"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)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":67.08,"Clustering Average (7 datasets)":40.7,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":68.36,"Retrieval Average (5 datasets)":40.42,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":17,"Rank":30,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":18,"Rank":31,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":19,"Rank":32,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":20,"Rank":33,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.94,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.5,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":21,"Rank":34,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":34.09,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":44.73,"Retrieval Average (5 datasets)":8.49,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":22,"Rank":35,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":46.09,"Clustering Average (7 datasets)":33.96,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":44.75,"Retrieval Average (5 datasets)":8.51,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":23,"Rank":36,"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,"Embedding Dimensions":"","Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":25,"Rank":38,"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)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":31,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Marqo\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":32,"Rank":41,"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)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":33,"Rank":42,"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)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":34,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-nli-bitfit\">SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":36,"Rank":44,"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,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":64.57,"Clustering Average (7 datasets)":41.7,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":67.95,"Retrieval Average (5 datasets)":36.81,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":39,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience-data\/sgpt-bloom-1b7-nli\">sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":40,"Rank":47,"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)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":41,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":43,"Rank":50,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":44,"Rank":51,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":56.63,"Clustering Average (7 datasets)":35.44,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":64.22,"Retrieval Average (5 datasets)":32.37,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":45,"Rank":52,"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,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":65.82,"Clustering Average (7 datasets)":43.17,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":72.89,"Retrieval Average (5 datasets)":40.04,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":46,"Rank":53,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":47,"Rank":54,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":49,"Rank":56,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":24.91,"Clustering Average (7 datasets)":27.18,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":45.34,"Retrieval Average (5 datasets)":5.87,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":50,"Rank":57,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":23.28,"Clustering Average (7 datasets)":22.45,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":45.86,"Retrieval Average (5 datasets)":6.73,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":51,"Rank":58,"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,"Embedding Dimensions":1024,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":25.21,"Clustering Average (7 datasets)":25.11,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":34.54,"Retrieval Average (5 datasets)":1.22,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":52,"Rank":59,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":46.1,"Clustering Average (7 datasets)":33.82,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":44.74,"Retrieval Average (5 datasets)":8.52,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":53,"Rank":60,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":48.37,"Clustering Average (7 datasets)":40.43,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":52.62,"Retrieval Average (5 datasets)":13.89,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":54,"Rank":61,"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,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (26 datasets)":"","Classification Average (6 datasets)":57.72,"Clustering Average (7 datasets)":41.16,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":62.2,"Retrieval Average (5 datasets)":23.44,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":55,"Rank":62,"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,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":66.8,"Clustering Average (7 datasets)":42.66,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":71.76,"Retrieval Average (5 datasets)":41.19,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":56,"Rank":63,"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,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":68.39,"Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":72.14,"Retrieval Average (5 datasets)":42.17,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":57,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":58,"Rank":65,"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,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":63.13,"Clustering Average (7 datasets)":38.93,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":71.44,"Retrieval Average (5 datasets)":36.55,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":59,"Rank":66,"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)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":54.9,"Clustering Average (7 datasets)":35.04,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":50.86,"Retrieval Average (5 datasets)":17.91,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":60,"Rank":67,"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)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":30.38,"Clustering Average (7 datasets)":29.03,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":39.82,"Retrieval Average (5 datasets)":7.98,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":63,"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/manu\/sentence_croissant_alpha_v0.1\">sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":68.48,"Clustering Average (7 datasets)":41.33,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":41.15,"STS Average (3 datasets)":72.28,"Summarization Average (1 datasets)":30.28} | |
| {"index":68,"Rank":70,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":64.6,"Clustering Average (7 datasets)":38.32,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":61.4,"Retrieval Average (5 datasets)":28.47,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":69,"Rank":71,"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,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":52.14,"Clustering Average (7 datasets)":33.75,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":70,"Rank":72,"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,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":34.73,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":45.63,"Retrieval Average (5 datasets)":29.91,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":71,"Rank":73,"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,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":72,"Rank":74,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":73,"Rank":75,"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,"Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":62.14,"Clustering Average (7 datasets)":38.7,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":63.28,"Retrieval Average (5 datasets)":33.22,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":74,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":75,"Rank":77,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":76,"Rank":78,"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,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":50.9,"Clustering Average (7 datasets)":32.84,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":52.68,"Retrieval Average (5 datasets)":30.69,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":77,"Rank":79,"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,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":61.02,"Clustering Average (7 datasets)":38.35,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":62.02,"Retrieval Average (5 datasets)":31.24,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":78,"Rank":80,"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,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":64.64,"Clustering Average (7 datasets)":39.11,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":68.78,"Retrieval Average (5 datasets)":35.49,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":79,"Rank":81,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":58.08,"Clustering Average (7 datasets)":40.07,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":64.08,"Retrieval Average (5 datasets)":32.18,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":80,"Rank":82,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":61.64,"Clustering Average (7 datasets)":40.6,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":68.88,"Retrieval Average (5 datasets)":35.66,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":81,"Rank":83,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":65.09,"Clustering Average (7 datasets)":41.6,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":73.18,"Retrieval Average (5 datasets)":39.69,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":82,"Rank":84,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":67.36,"Clustering Average (7 datasets)":43.25,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":76.76,"Retrieval Average (5 datasets)":43.84,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":83,"Rank":85,"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,"Embedding Dimensions":768,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":84,"Rank":86,"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,"Embedding Dimensions":312,"Max Tokens":2048,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":85,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":"","Clustering Average (7 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":"","STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":87,"Rank":89,"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)":"","Embedding Dimensions":"","Max Tokens":"","Average (26 datasets)":"","Classification Average (6 datasets)":55.78,"Clustering Average (7 datasets)":33.66,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":60.88,"Retrieval Average (5 datasets)":24.76,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":91,"Rank":93,"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)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":64.41,"Clustering Average (7 datasets)":42.0,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":65.04,"Retrieval Average (5 datasets)":38.16,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":92,"Rank":94,"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)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (26 datasets)":"","Classification Average (6 datasets)":66.37,"Clustering Average (7 datasets)":36.35,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":66.26,"Retrieval Average (5 datasets)":37.78,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":93,"Rank":95,"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,"Embedding Dimensions":768,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":31.21,"Clustering Average (7 datasets)":28.42,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":34.66,"Retrieval Average (5 datasets)":3.2,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":94,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/xlm-roberta-large\">xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (26 datasets)":"","Classification Average (6 datasets)":30.71,"Clustering Average (7 datasets)":28.62,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":39.01,"Retrieval Average (5 datasets)":4.14,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |
| {"index":96,"Rank":97,"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)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (26 datasets)":"","Classification Average (6 datasets)":69.27,"Clustering Average (7 datasets)":49.67,"PairClassification Average (2 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (5 datasets)":48.23,"STS Average (3 datasets)":"","Summarization Average (1 datasets)":""} | |