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{"Rank":3,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":65.0,"Classification Average (12 datasets)":79.28,"Clustering Average (11 datasets)":52.42,"PairClassification Average (3 datasets)":86.87,"Reranking Average (4 datasets)":58.24,"Retrieval Average (15 datasets)":56.6,"STS Average (10 datasets)":86.75,"Summarization Average (1 datasets)":31.01} {"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":64.12,"Classification Average (12 datasets)":83.05,"Clustering Average (11 datasets)":47.48,"PairClassification Average (3 datasets)":87.61,"Reranking Average (4 datasets)":58.9,"Retrieval Average (15 datasets)":55.7,"STS Average (10 datasets)":86.32,"Summarization Average (1 datasets)":32.63} {"Rank":5,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":62.87,"Classification Average (12 datasets)":76.12,"Clustering Average (11 datasets)":47.4,"PairClassification Average (3 datasets)":86.57,"Reranking Average (4 datasets)":59.74,"Retrieval Average (15 datasets)":55.58,"STS Average (10 datasets)":84.56,"Summarization Average (1 datasets)":30.97} {"Rank":6,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":62.77,"Classification Average (12 datasets)":73.46,"Clustering Average (11 datasets)":46.45,"PairClassification Average (3 datasets)":87.79,"Reranking Average (4 datasets)":59.68,"Retrieval Average (15 datasets)":56.63,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.94} {"Rank":7,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (56 datasets)":62.67,"Classification Average (12 datasets)":75.49,"Clustering Average (11 datasets)":49.01,"PairClassification Average (3 datasets)":85.72,"Reranking Average (4 datasets)":59.16,"Retrieval Average (15 datasets)":55.44,"STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":29.92} {"Rank":8,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":62.54,"Classification Average (12 datasets)":75.05,"Clustering Average (11 datasets)":45.54,"PairClassification Average (3 datasets)":87.99,"Reranking Average (4 datasets)":58.42,"Retrieval Average (15 datasets)":55.99,"STS Average (10 datasets)":85.38,"Summarization Average (1 datasets)":29.96} {"Rank":9,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average (56 datasets)":62.3,"Classification Average (12 datasets)":81.98,"Clustering Average (11 datasets)":45.07,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":57.78,"Retrieval Average (15 datasets)":52.44,"STS Average (10 datasets)":86.36,"Summarization Average (1 datasets)":32.36} {"Rank":10,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (56 datasets)":61.78,"Classification Average (12 datasets)":74.58,"Clustering Average (11 datasets)":45.24,"PairClassification Average (3 datasets)":88.03,"Reranking Average (4 datasets)":57.38,"Retrieval Average (15 datasets)":54.6,"STS Average (10 datasets)":84.89,"Summarization Average (1 datasets)":28.49} {"Rank":11,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":60.3,"Classification Average (12 datasets)":73.63,"Clustering Average (11 datasets)":46.65,"PairClassification Average (3 datasets)":85.04,"Reranking Average (4 datasets)":56.72,"Retrieval Average (15 datasets)":51.08,"STS Average (10 datasets)":82.49,"Summarization Average (1 datasets)":31.12} {"Rank":12,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (56 datasets)":60.17,"Classification Average (12 datasets)":72.29,"Clustering Average (11 datasets)":46.23,"PairClassification Average (3 datasets)":84.22,"Reranking Average (4 datasets)":57.99,"Retrieval Average (15 datasets)":51.66,"STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":29.92} {"Rank":13,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":59.98,"Classification Average (12 datasets)":73.48,"Clustering Average (11 datasets)":43.71,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":52.4,"STS Average (10 datasets)":83.07,"Summarization Average (1 datasets)":30.47} {"Rank":14,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":59.6,"Classification Average (12 datasets)":70.41,"Clustering Average (11 datasets)":43.57,"PairClassification Average (3 datasets)":86.21,"Reranking Average (4 datasets)":55.38,"Retrieval Average (15 datasets)":51.44,"STS Average (10 datasets)":84.68,"Summarization Average (1 datasets)":30.01} {"Rank":15,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":256,"Max Tokens":8192,"Average (56 datasets)":59.1,"Classification Average (12 datasets)":72.5,"Clustering Average (11 datasets)":43.16,"PairClassification Average (3 datasets)":84.09,"Reranking Average (4 datasets)":55.18,"Retrieval Average (15 datasets)":50.81,"STS Average (10 datasets)":82.72,"Summarization Average (1 datasets)":30.05} {"Rank":16,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":59.04,"Classification Average (12 datasets)":71.37,"Clustering Average (11 datasets)":45.9,"PairClassification Average (3 datasets)":84.89,"Reranking Average (4 datasets)":56.32,"Retrieval Average (15 datasets)":49.25,"STS Average (10 datasets)":81.42,"Summarization Average (1 datasets)":30.8} {"Rank":17,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":128,"Max Tokens":8192,"Average (56 datasets)":57.45,"Classification Average (12 datasets)":70.24,"Clustering Average (11 datasets)":42.24,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":54.56,"Retrieval Average (15 datasets)":47.75,"STS Average (10 datasets)":82.11,"Summarization Average (1 datasets)":29.59} {"Rank":18,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.14,"Classification Average (12 datasets)":74.32,"Clustering Average (11 datasets)":43.72,"PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":42.24,"STS Average (10 datasets)":83.94,"Summarization Average (1 datasets)":30.08} {"Rank":19,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.02,"Classification Average (12 datasets)":65.73,"Clustering Average (11 datasets)":42.42,"PairClassification Average (3 datasets)":86.12,"Reranking Average (4 datasets)":56.66,"Retrieval Average (15 datasets)":48.48,"STS Average (10 datasets)":79.11,"Summarization Average (1 datasets)":30.64} {"Rank":20,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.41,"Classification Average (12 datasets)":65.47,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":86.13,"Reranking Average (4 datasets)":55.96,"Retrieval Average (15 datasets)":47.96,"STS Average (10 datasets)":78.31,"Summarization Average (1 datasets)":30.21} {"Rank":21,"Model":"gtr-t5-large<\/a>","Model Size 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{"Rank":79,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""} {"Rank":80,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""} {"Rank":81,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million 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{"Rank":94,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""} {"Rank":95,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":61.68,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.61,"Reranking Average (4 datasets)":48.82,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.86,"Summarization Average (1 datasets)":""} 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datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""} {"Rank":108,"Model":"text-search-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":12288,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""} {"Rank":109,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":2048,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.46,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 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