{"index":91,"Rank":1,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":70.31,"Classification Average (12 datasets)":89.05,"Clustering Average (11 datasets)":56.17,"PairClassification Average (3 datasets)":88.07,"Reranking Average (4 datasets)":60.14,"Retrieval Average (15 datasets)":60.18,"STS Average (10 datasets)":81.26,"Summarization Average (1 datasets)":30.71}
{"index":16,"Rank":2,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (56 datasets)":70.24,"Classification Average (12 datasets)":86.58,"Clustering Average (11 datasets)":56.92,"PairClassification Average (3 datasets)":85.79,"Reranking Average (4 datasets)":61.42,"Retrieval Average (15 datasets)":60.25,"STS Average (10 datasets)":83.04,"Summarization Average (1 datasets)":31.35}
{"index":48,"Rank":3,"Model":"neural-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":69.94,"Classification Average (12 datasets)":87.91,"Clustering Average (11 datasets)":54.32,"PairClassification Average (3 datasets)":87.68,"Reranking Average (4 datasets)":61.49,"Retrieval Average (15 datasets)":58.12,"STS Average (10 datasets)":85.24,"Summarization Average (1 datasets)":30.87}
{"index":198,"Rank":4,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":69.32,"Classification Average (12 datasets)":87.35,"Clustering Average (11 datasets)":52.8,"PairClassification Average (3 datasets)":86.91,"Reranking Average (4 datasets)":60.54,"Retrieval Average (15 datasets)":59.36,"STS Average (10 datasets)":82.84,"Summarization Average (1 datasets)":31.2}
{"index":6,"Rank":5,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (56 datasets)":68.28,"Classification Average (12 datasets)":81.49,"Clustering Average (11 datasets)":53.35,"PairClassification Average (3 datasets)":89.24,"Reranking Average (4 datasets)":60.09,"Retrieval Average (15 datasets)":58.28,"STS Average (10 datasets)":84.58,"Summarization Average (1 datasets)":30.84}
{"index":54,"Rank":6,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":68.17,"Classification Average (12 datasets)":80.2,"Clustering Average (11 datasets)":51.42,"PairClassification Average (3 datasets)":88.35,"Reranking Average (4 datasets)":60.29,"Retrieval Average (15 datasets)":60.19,"STS Average (10 datasets)":84.97,"Summarization Average (1 datasets)":30.98}
{"index":92,"Rank":7,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.56,"Classification Average (12 datasets)":78.33,"Clustering Average (11 datasets)":51.67,"PairClassification Average (3 datasets)":88.54,"Reranking Average (4 datasets)":60.64,"Retrieval Average (15 datasets)":59.0,"STS Average (10 datasets)":85.05,"Summarization Average (1 datasets)":31.16}
{"index":14,"Rank":8,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":67.34,"Classification Average (12 datasets)":79.6,"Clustering Average (11 datasets)":55.83,"PairClassification Average (3 datasets)":87.38,"Reranking Average (4 datasets)":60.13,"Retrieval Average (15 datasets)":56.24,"STS Average (10 datasets)":82.42,"Summarization Average (1 datasets)":31.46}
{"index":165,"Rank":9,"Model":"gte-Qwen2-1.5B-instruct-Q6_K-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":67.16,"Classification Average (12 datasets)":82.47,"Clustering Average (11 datasets)":48.75,"PairClassification Average (3 datasets)":87.51,"Reranking Average (4 datasets)":59.98,"Retrieval Average (15 datasets)":58.29,"STS Average (10 datasets)":82.73,"Summarization Average (1 datasets)":31.17}
{"index":15,"Rank":10,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average (56 datasets)":67.16,"Classification Average (12 datasets)":82.47,"Clustering Average (11 datasets)":48.75,"PairClassification Average (3 datasets)":87.51,"Reranking Average (4 datasets)":59.98,"Retrieval Average (15 datasets)":58.29,"STS Average (10 datasets)":82.73,"Summarization Average (1 datasets)":31.17}
{"index":9,"Rank":11,"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)":67.13,"Classification Average (12 datasets)":79.25,"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)":85.79,"Summarization Average (1 datasets)":31.01}
{"index":39,"Rank":12,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.76,"Classification Average (12 datasets)":79.46,"Clustering Average (11 datasets)":50.61,"PairClassification Average (3 datasets)":87.16,"Reranking Average (4 datasets)":60.49,"Retrieval Average (15 datasets)":57.41,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":30.37}
{"index":142,"Rank":13,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":66.63,"Classification Average (12 datasets)":78.47,"Clustering Average (11 datasets)":50.26,"PairClassification Average (3 datasets)":88.34,"Reranking Average (4 datasets)":60.21,"Retrieval Average (15 datasets)":56.89,"STS Average (10 datasets)":84.63,"Summarization Average (1 datasets)":31.4}
{"index":1,"Rank":14,"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)":66.31,"Classification Average (12 datasets)":81.17,"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)":85.07,"Summarization Average (1 datasets)":32.63}
{"index":202,"Rank":15,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.96,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":47.86,"PairClassification Average (3 datasets)":88.27,"Reranking Average (4 datasets)":60.46,"Retrieval Average (15 datasets)":57.05,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.83}
{"index":40,"Rank":16,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":65.66,"Classification Average (12 datasets)":78.53,"Clustering Average (11 datasets)":50.14,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":59.8,"Retrieval Average (15 datasets)":55.09,"STS Average (10 datasets)":83.26,"Summarization Average (1 datasets)":29.82}
{"index":18,"Rank":17,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
{"index":58,"Rank":18,"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)":65.01,"Classification Average (12 datasets)":75.92,"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)":83.58,"Summarization Average (1 datasets)":30.94}
{"index":60,"Rank":19,"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)":64.8,"Classification Average (12 datasets)":76.63,"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)":84.09,"Summarization Average (1 datasets)":29.96}
{"index":164,"Rank":20,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":77.43,"Clustering Average (11 datasets)":46.32,"PairClassification Average (3 datasets)":87.34,"Reranking Average (4 datasets)":58.14,"Retrieval Average (15 datasets)":55.52,"STS Average (10 datasets)":82.56,"Summarization Average (1 datasets)":30.73}
{"index":181,"Rank":21,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.68,"Classification Average (12 datasets)":75.64,"Clustering Average (11 datasets)":46.71,"PairClassification Average (3 datasets)":87.2,"Reranking Average (4 datasets)":60.11,"Retrieval Average (15 datasets)":54.39,"STS Average (10 datasets)":85.0,"Summarization Average (1 datasets)":32.71}
{"index":103,"Rank":22,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.64,"Classification Average (12 datasets)":75.58,"Clustering Average (11 datasets)":46.73,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":59.88,"Retrieval Average (15 datasets)":54.66,"STS Average (10 datasets)":84.54,"Summarization Average (1 datasets)":32.03}
{"index":265,"Rank":23,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (56 datasets)":64.59,"Classification Average (12 datasets)":75.45,"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)":81.73,"Summarization Average (1 datasets)":29.92}
{"index":8,"Rank":24,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":4000,"Average (56 datasets)":64.49,"Classification Average (12 datasets)":74.79,"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)":82.93,"Summarization Average (1 datasets)":30.97}
{"index":31,"Rank":25,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.47,"Classification Average (12 datasets)":76.49,"Clustering Average (11 datasets)":47.43,"PairClassification Average (3 datasets)":85.84,"Reranking Average (4 datasets)":58.01,"Retrieval Average (15 datasets)":55.0,"STS Average (10 datasets)":82.62,"Summarization Average (1 datasets)":30.18}
{"index":147,"Rank":26,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":64.41,"Classification Average (12 datasets)":77.56,"Clustering Average (11 datasets)":47.1,"PairClassification Average (3 datasets)":86.19,"Reranking Average (4 datasets)":58.58,"Retrieval Average (15 datasets)":52.47,"STS Average (10 datasets)":84.78,"Summarization Average (1 datasets)":30.39}
{"index":0,"Rank":27,"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)":64.37,"Classification Average (12 datasets)":79.0,"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)":84.93,"Summarization Average (1 datasets)":32.36}
{"index":111,"Rank":28,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.34,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.55,"PairClassification Average (3 datasets)":86.7,"Reranking Average (4 datasets)":60.05,"Retrieval Average (15 datasets)":53.44,"STS Average (10 datasets)":84.59,"Summarization Average (1 datasets)":30.96}
{"index":20,"Rank":29,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.23,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":46.08,"PairClassification Average (3 datasets)":87.12,"Reranking Average (4 datasets)":60.03,"Retrieval Average (15 datasets)":54.29,"STS Average (10 datasets)":83.11,"Summarization Average (1 datasets)":31.61}
{"index":243,"Rank":30,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.21,"Classification Average (12 datasets)":75.16,"Clustering Average (11 datasets)":46.46,"PairClassification Average (3 datasets)":87.07,"Reranking Average (4 datasets)":60.0,"Retrieval Average (15 datasets)":53.3,"STS Average (10 datasets)":85.04,"Summarization Average (1 datasets)":31.93}
{"index":50,"Rank":31,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.2,"Classification Average (12 datasets)":74.5,"Clustering Average (11 datasets)":46.93,"PairClassification Average (3 datasets)":87.14,"Reranking Average (4 datasets)":59.97,"Retrieval Average (15 datasets)":53.46,"STS Average (10 datasets)":84.99,"Summarization Average (1 datasets)":32.12}
{"index":56,"Rank":32,"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)":64.14,"Classification Average (12 datasets)":76.33,"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)":83.73,"Summarization Average (1 datasets)":28.49}
{"index":17,"Rank":33,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":64.11,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":46.82,"PairClassification Average (3 datasets)":85.33,"Reranking Average (4 datasets)":57.66,"Retrieval Average (15 datasets)":54.09,"STS Average (10 datasets)":81.97,"Summarization Average (1 datasets)":31.17}
{"index":33,"Rank":34,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":64.01,"Classification Average (12 datasets)":76.01,"Clustering Average (11 datasets)":46.6,"PairClassification Average (3 datasets)":86.15,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":53.84,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":30.99}
{"index":109,"Rank":35,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.71,"Classification Average (12 datasets)":76.03,"Clustering Average (11 datasets)":46.21,"PairClassification Average (3 datasets)":86.32,"Reranking Average (4 datasets)":59.37,"Retrieval Average (15 datasets)":52.31,"STS Average (10 datasets)":83.51,"Summarization Average (1 datasets)":30.87}
{"index":19,"Rank":36,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":166,"Rank":37,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":167,"Rank":38,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":169,"Rank":39,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":168,"Rank":40,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":63.55,"Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":53.25,"STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":173,"Rank":41,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.54,"Classification Average (12 datasets)":75.99,"Clustering Average (11 datasets)":45.58,"PairClassification Average (3 datasets)":87.37,"Reranking Average (4 datasets)":60.04,"Retrieval Average (15 datasets)":51.92,"STS Average (10 datasets)":83.34,"Summarization Average (1 datasets)":30.82}
{"index":156,"Rank":42,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.34,"Classification Average (12 datasets)":73.96,"Clustering Average (11 datasets)":46.61,"PairClassification Average (3 datasets)":86.85,"Reranking Average (4 datasets)":59.86,"Retrieval Average (15 datasets)":51.8,"STS Average (10 datasets)":83.85,"Summarization Average (1 datasets)":31.61}
{"index":180,"Rank":43,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.25,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":46.07,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":51.42,"STS Average (10 datasets)":84.9,"Summarization Average (1 datasets)":31.55}
{"index":235,"Rank":44,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":63.13,"Classification Average (12 datasets)":73.33,"Clustering Average (11 datasets)":46.84,"PairClassification Average (3 datasets)":85.0,"Reranking Average (4 datasets)":59.13,"Retrieval Average (15 datasets)":52.22,"STS Average (10 datasets)":83.35,"Summarization Average (1 datasets)":31.66}
{"index":118,"Rank":45,"Model":"NoInstruct-small-Embedding-v0-Q4_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":63.12,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":44.95,"PairClassification Average (3 datasets)":84.99,"Reranking Average (4 datasets)":58.3,"Retrieval Average (15 datasets)":51.99,"STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.6}
{"index":113,"Rank":46,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":63.12,"Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":44.95,"PairClassification Average (3 datasets)":84.99,"Reranking Average (4 datasets)":58.3,"Retrieval Average (15 datasets)":51.99,"STS Average (10 datasets)":83.0,"Summarization Average (1 datasets)":30.6}
{"index":112,"Rank":47,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.72,"Classification Average (12 datasets)":76.11,"Clustering Average (11 datasets)":44.82,"PairClassification Average (3 datasets)":84.68,"Reranking Average (4 datasets)":58.56,"Retrieval Average (15 datasets)":50.43,"STS Average (10 datasets)":83.03,"Summarization Average (1 datasets)":31.14}
{"index":137,"Rank":48,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.61,"Classification Average (12 datasets)":75.28,"Clustering Average (11 datasets)":44.9,"PairClassification Average (3 datasets)":86.45,"Reranking Average (4 datasets)":58.78,"Retrieval Average (15 datasets)":50.1,"STS Average (10 datasets)":83.02,"Summarization Average (1 datasets)":32.52}
{"index":234,"Rank":49,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":73.01,"Clustering Average (11 datasets)":46.2,"PairClassification Average (3 datasets)":84.57,"Reranking Average (4 datasets)":58.61,"Retrieval Average (15 datasets)":51.14,"STS Average (10 datasets)":82.3,"Summarization Average (1 datasets)":31.17}
{"index":23,"Rank":50,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":26,"Rank":51,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":24,"Rank":52,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":189,"Rank":53,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":121,"Rank":54,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":25,"Rank":55,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.39,"Classification Average (12 datasets)":74.12,"Clustering Average (11 datasets)":43.91,"PairClassification Average (3 datasets)":85.15,"Reranking Average (4 datasets)":55.69,"Retrieval Average (15 datasets)":52.81,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.08}
{"index":196,"Rank":56,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":62.28,"Classification Average (12 datasets)":73.55,"Clustering Average (11 datasets)":43.93,"PairClassification Average (3 datasets)":84.61,"Reranking Average (4 datasets)":55.78,"Retrieval Average (15 datasets)":53.01,"STS Average (10 datasets)":81.94,"Summarization Average (1 datasets)":30.4}
{"index":266,"Rank":57,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":62.26,"Classification Average (12 datasets)":73.21,"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)":81.58,"Summarization Average (1 datasets)":31.12}
{"index":141,"Rank":58,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":62.25,"Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.49,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":50.56,"STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
{"index":21,"Rank":59,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":62.17,"Classification Average (12 datasets)":74.14,"Clustering Average (11 datasets)":43.82,"PairClassification Average (3 datasets)":84.92,"Reranking Average (4 datasets)":58.36,"Retrieval Average (15 datasets)":51.68,"STS Average (10 datasets)":81.59,"Summarization Average (1 datasets)":30.12}
{"index":30,"Rank":60,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":62.01,"Classification Average (12 datasets)":74.31,"Clustering Average (11 datasets)":44.64,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":56.09,"Retrieval Average (15 datasets)":51.34,"STS Average (10 datasets)":80.92,"Summarization Average (1 datasets)":31.29}
{"index":264,"Rank":61,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average (56 datasets)":62.0,"Classification Average (12 datasets)":71.97,"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)":81.04,"Summarization Average (1 datasets)":29.92}
{"index":194,"Rank":62,"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)":61.96,"Classification Average (12 datasets)":73.24,"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)":81.7,"Summarization Average (1 datasets)":30.47}
{"index":62,"Rank":63,"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)":61.85,"Classification Average (12 datasets)":72.21,"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)":83.58,"Summarization Average (1 datasets)":30.01}
{"index":136,"Rank":64,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.79,"Classification Average (12 datasets)":73.12,"Clustering Average (11 datasets)":44.74,"PairClassification Average (3 datasets)":86.62,"Reranking Average (4 datasets)":57.29,"Retrieval Average (15 datasets)":49.26,"STS Average (10 datasets)":83.06,"Summarization Average (1 datasets)":32.32}
{"index":135,"Rank":65,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.59,"Classification Average (12 datasets)":73.86,"Clustering Average (11 datasets)":45.29,"PairClassification Average (3 datasets)":85.89,"Reranking Average (4 datasets)":57.54,"Retrieval Average (15 datasets)":47.57,"STS Average (10 datasets)":83.15,"Summarization Average (1 datasets)":31.84}
{"index":127,"Rank":66,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":61.5,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":43.8,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
{"index":139,"Rank":67,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":61.5,"Classification Average (12 datasets)":73.84,"Clustering Average (11 datasets)":43.8,"PairClassification Average (3 datasets)":85.73,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":50.29,"STS Average (10 datasets)":81.05,"Summarization Average (1 datasets)":30.28}
{"index":146,"Rank":68,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (56 datasets)":61.5,"Classification Average (12 datasets)":74.81,"Clustering Average (11 datasets)":41.06,"PairClassification Average (3 datasets)":84.75,"Reranking Average (4 datasets)":55.86,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":81.56,"Summarization Average (1 datasets)":29.69}
{"index":140,"Rank":69,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":61.42,"Classification Average (12 datasets)":73.14,"Clustering Average (11 datasets)":43.33,"PairClassification Average (3 datasets)":85.94,"Reranking Average (4 datasets)":56.53,"Retrieval Average (15 datasets)":49.99,"STS Average (10 datasets)":82.06,"Summarization Average (1 datasets)":30.97}
{"index":190,"Rank":70,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":61.36,"Classification Average (12 datasets)":73.65,"Clustering Average (11 datasets)":43.7,"PairClassification Average (3 datasets)":84.59,"Reranking Average (4 datasets)":53.32,"Retrieval Average (15 datasets)":51.43,"STS Average (10 datasets)":80.22,"Summarization Average (1 datasets)":31.28}
{"index":236,"Rank":71,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":61.36,"Classification Average (12 datasets)":72.31,"Clustering Average (11 datasets)":44.89,"PairClassification Average (3 datasets)":83.54,"Reranking Average (4 datasets)":57.7,"Retrieval Average (15 datasets)":49.46,"STS Average (10 datasets)":82.07,"Summarization Average (1 datasets)":30.42}
{"index":193,"Rank":72,"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)":61.04,"Classification Average (12 datasets)":72.1,"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)":81.34,"Summarization Average (1 datasets)":30.05}
{"index":263,"Rank":73,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (56 datasets)":60.99,"Classification Average (12 datasets)":70.93,"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)":80.97,"Summarization Average (1 datasets)":30.8}
{"index":155,"Rank":74,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":60.63,"Classification Average (12 datasets)":72.13,"Clustering Average (11 datasets)":40.81,"PairClassification Average (3 datasets)":85.4,"Reranking Average (4 datasets)":55.91,"Retrieval Average (15 datasets)":49.34,"STS Average (10 datasets)":83.01,"Summarization Average (1 datasets)":30.97}
{"index":138,"Rank":75,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":60.44,"Classification Average (12 datasets)":72.63,"Clustering Average (11 datasets)":42.11,"PairClassification Average (3 datasets)":85.09,"Reranking Average (4 datasets)":55.7,"Retrieval Average (15 datasets)":48.75,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":31.01}
{"index":161,"Rank":76,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":60.38,"Classification Average (12 datasets)":73.45,"Clustering Average (11 datasets)":41.73,"PairClassification Average (3 datasets)":85.38,"Reranking Average (4 datasets)":56.98,"Retrieval Average (15 datasets)":47.87,"STS Average (10 datasets)":80.7,"Summarization Average (1 datasets)":31.6}
{"index":107,"Rank":77,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":60.37,"Classification Average (12 datasets)":70.62,"Clustering Average (11 datasets)":40.4,"PairClassification Average (3 datasets)":82.14,"Reranking Average (4 datasets)":57.5,"Retrieval Average (15 datasets)":51.31,"STS Average (10 datasets)":81.54,"Summarization Average (1 datasets)":27.54}
{"index":97,"Rank":78,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":60.09,"Classification Average (12 datasets)":68.01,"Clustering Average (11 datasets)":41.51,"PairClassification Average (3 datasets)":82.02,"Reranking Average (4 datasets)":55.47,"Retrieval Average (15 datasets)":54.83,"STS Average (10 datasets)":77.08,"Summarization Average (1 datasets)":31.38}
{"index":32,"Rank":79,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":60.08,"Classification Average (12 datasets)":70.57,"Clustering Average (11 datasets)":41.98,"PairClassification Average (3 datasets)":83.95,"Reranking Average (4 datasets)":55.06,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":80.09,"Summarization Average (1 datasets)":30.41}
{"index":144,"Rank":80,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.93,"Classification Average (12 datasets)":72.94,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":84.67,"Reranking Average (4 datasets)":54.32,"Retrieval Average (15 datasets)":49.04,"STS Average (10 datasets)":80.39,"Summarization Average (1 datasets)":31.16}
{"index":153,"Rank":81,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":59.86,"Classification Average (12 datasets)":71.91,"Clustering Average (11 datasets)":40.74,"PairClassification Average (3 datasets)":84.06,"Reranking Average (4 datasets)":54.9,"Retrieval Average (15 datasets)":47.67,"STS Average (10 datasets)":82.37,"Summarization Average (1 datasets)":30.62}
{"index":191,"Rank":82,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":59.85,"Classification Average (12 datasets)":71.17,"Clustering Average (11 datasets)":42.52,"PairClassification Average (3 datasets)":83.67,"Reranking Average (4 datasets)":54.99,"Retrieval Average (15 datasets)":48.0,"STS Average (10 datasets)":80.84,"Summarization Average (1 datasets)":30.72}
{"index":95,"Rank":83,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":59.84,"Classification Average (12 datasets)":67.07,"Clustering Average (11 datasets)":41.49,"PairClassification Average (3 datasets)":80.8,"Reranking Average (4 datasets)":55.46,"Retrieval Average (15 datasets)":55.98,"STS Average (10 datasets)":75.48,"Summarization Average (1 datasets)":30.84}
{"index":96,"Rank":84,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.79,"Classification Average (12 datasets)":68.23,"Clustering Average (11 datasets)":41.87,"PairClassification Average (3 datasets)":81.07,"Reranking Average (4 datasets)":55.42,"Retrieval Average (15 datasets)":54.91,"STS Average (10 datasets)":75.03,"Summarization Average (1 datasets)":30.31}
{"index":134,"Rank":85,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":59.54,"Classification Average (12 datasets)":72.36,"Clustering Average (11 datasets)":41.9,"PairClassification Average (3 datasets)":83.51,"Reranking Average (4 datasets)":56.2,"Retrieval Average (15 datasets)":45.12,"STS Average (10 datasets)":82.29,"Summarization Average (1 datasets)":29.85}
{"index":229,"Rank":86,"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)":59.51,"Classification Average (12 datasets)":73.42,"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)":82.63,"Summarization Average (1 datasets)":30.08}
{"index":145,"Rank":87,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":59.45,"Classification Average (12 datasets)":73.02,"Clustering Average (11 datasets)":37.89,"PairClassification Average (3 datasets)":83.57,"Reranking Average (4 datasets)":54.84,"Retrieval Average (15 datasets)":48.88,"STS Average (10 datasets)":80.26,"Summarization Average (1 datasets)":30.11}
{"index":192,"Rank":88,"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)":59.34,"Classification Average (12 datasets)":69.7,"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)":80.74,"Summarization Average (1 datasets)":29.59}
{"index":172,"Rank":89,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":59.29,"Classification Average (12 datasets)":72.25,"Clustering Average (11 datasets)":43.48,"PairClassification Average (3 datasets)":79.23,"Reranking Average (4 datasets)":57.12,"Retrieval Average (15 datasets)":44.99,"STS Average (10 datasets)":80.47,"Summarization Average (1 datasets)":29.02}
{"index":110,"Rank":90,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":59.0,"Classification Average (12 datasets)":72.72,"Clustering Average (11 datasets)":39.48,"PairClassification Average (3 datasets)":83.39,"Reranking Average (4 datasets)":57.95,"Retrieval Average (15 datasets)":45.12,"STS Average (10 datasets)":80.72,"Summarization Average (1 datasets)":31.22}
{"index":221,"Rank":91,"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)":58.97,"Classification Average (12 datasets)":67.41,"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)":78.38,"Summarization Average (1 datasets)":30.64}
{"index":98,"Rank":92,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.94,"Classification Average (12 datasets)":65.65,"Clustering Average (11 datasets)":40.88,"PairClassification Average (3 datasets)":82.07,"Reranking Average (4 datasets)":55.31,"Retrieval Average (15 datasets)":51.98,"STS Average (10 datasets)":78.44,"Summarization Average (1 datasets)":31.75}
{"index":79,"Rank":93,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":58.93,"Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":40.34,"PairClassification Average (3 datasets)":82.0,"Reranking Average (4 datasets)":56.56,"Retrieval Average (15 datasets)":50.25,"STS Average (10 datasets)":78.1,"Summarization Average (1 datasets)":31.46}
{"index":143,"Rank":94,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.89,"Classification Average (12 datasets)":71.67,"Clustering Average (11 datasets)":39.51,"PairClassification Average (3 datasets)":85.08,"Reranking Average (4 datasets)":54.45,"Retrieval Average (15 datasets)":46.01,"STS Average (10 datasets)":80.87,"Summarization Average (1 datasets)":31.39}
{"index":102,"Rank":95,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.69,"Classification Average (12 datasets)":70.35,"Clustering Average (11 datasets)":42.09,"PairClassification Average (3 datasets)":82.83,"Reranking Average (4 datasets)":55.77,"Retrieval Average (15 datasets)":44.92,"STS Average (10 datasets)":80.46,"Summarization Average (1 datasets)":29.47}
{"index":220,"Rank":96,"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)":58.42,"Classification Average (12 datasets)":67.11,"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)":77.8,"Summarization Average (1 datasets)":30.21}
{"index":152,"Rank":97,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (56 datasets)":58.29,"Classification Average (12 datasets)":70.17,"Clustering Average (11 datasets)":39.11,"PairClassification Average (3 datasets)":83.11,"Reranking Average (4 datasets)":54.28,"Retrieval Average (15 datasets)":45.27,"STS Average (10 datasets)":81.52,"Summarization Average (1 datasets)":31.1}
{"index":219,"Rank":98,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":58.28,"Classification Average (12 datasets)":67.14,"Clustering Average (11 datasets)":41.6,"PairClassification Average (3 datasets)":85.32,"Reranking Average (4 datasets)":55.36,"Retrieval Average (15 datasets)":47.42,"STS Average (10 datasets)":78.19,"Summarization Average (1 datasets)":29.5}
{"index":65,"Rank":99,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":58.07,"Classification Average (12 datasets)":70.25,"Clustering Average (11 datasets)":40.7,"PairClassification Average (3 datasets)":83.32,"Reranking Average (4 datasets)":55.34,"Retrieval Average (15 datasets)":43.97,"STS Average (10 datasets)":79.89,"Summarization Average (1 datasets)":31.27}
{"index":163,"Rank":100,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average (56 datasets)":58.0,"Classification Average (12 datasets)":68.82,"Clustering Average (11 datasets)":40.08,"PairClassification Average (3 datasets)":84.44,"Reranking Average (4 datasets)":55.09,"Retrieval Average (15 datasets)":45.14,"STS Average (10 datasets)":80.0,"Summarization Average (1 datasets)":30.56}
{"index":171,"Rank":101,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":57.97,"Classification Average (12 datasets)":70.55,"Clustering Average (11 datasets)":42.97,"PairClassification Average (3 datasets)":77.83,"Reranking Average (4 datasets)":55.6,"Retrieval Average (15 datasets)":43.39,"STS Average (10 datasets)":79.02,"Summarization Average (1 datasets)":30.25}
{"index":148,"Rank":102,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":57.87,"Classification Average (12 datasets)":70.74,"Clustering Average (11 datasets)":37.08,"PairClassification Average (3 datasets)":82.59,"Reranking Average (4 datasets)":53.87,"Retrieval Average (15 datasets)":46.64,"STS Average (10 datasets)":79.1,"Summarization Average (1 datasets)":29.98}
{"index":228,"Rank":103,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.87,"Classification Average (12 datasets)":72.84,"Clustering Average (11 datasets)":42.34,"PairClassification Average (3 datasets)":86.06,"Reranking Average (4 datasets)":54.71,"Retrieval Average (15 datasets)":38.47,"STS Average (10 datasets)":81.66,"Summarization Average (1 datasets)":29.91}
{"index":213,"Rank":104,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":57.78,"Classification Average (12 datasets)":65.07,"Clustering Average (11 datasets)":43.69,"PairClassification Average (3 datasets)":83.04,"Reranking Average (4 datasets)":59.36,"Retrieval Average (15 datasets)":43.81,"STS Average (10 datasets)":80.28,"Summarization Average (1 datasets)":27.49}
{"index":116,"Rank":105,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (56 datasets)":57.59,"Classification Average (12 datasets)":66.19,"Clustering Average (11 datasets)":38.93,"PairClassification Average (3 datasets)":81.9,"Reranking Average (4 datasets)":55.65,"Retrieval Average (15 datasets)":48.22,"STS Average (10 datasets)":77.74,"Summarization Average (1 datasets)":33.6}
{"index":158,"Rank":106,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":57.38,"Classification Average (12 datasets)":67.76,"Clustering Average (11 datasets)":37.15,"PairClassification Average (3 datasets)":84.8,"Reranking Average (4 datasets)":56.42,"Retrieval Average (15 datasets)":44.81,"STS Average (10 datasets)":80.96,"Summarization Average (1 datasets)":29.85}
{"index":78,"Rank":107,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":57.17,"Classification Average (12 datasets)":67.13,"Clustering Average (11 datasets)":39.83,"PairClassification Average (3 datasets)":80.65,"Reranking Average (4 datasets)":54.67,"Retrieval Average (15 datasets)":46.54,"STS Average (10 datasets)":76.83,"Summarization Average (1 datasets)":31.03}
{"index":227,"Rank":108,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":57.06,"Classification Average (12 datasets)":72.31,"Clustering Average (11 datasets)":41.65,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":54.0,"Retrieval Average (15 datasets)":36.71,"STS Average (10 datasets)":81.83,"Summarization Average (1 datasets)":29.64}
{"index":99,"Rank":109,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.98,"Classification Average (12 datasets)":62.94,"Clustering Average (11 datasets)":38.86,"PairClassification Average (3 datasets)":81.33,"Reranking Average (4 datasets)":54.4,"Retrieval Average (15 datasets)":50.15,"STS Average (10 datasets)":76.39,"Summarization Average (1 datasets)":30.1}
{"index":170,"Rank":110,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":56.81,"Classification Average (12 datasets)":69.65,"Clustering Average (11 datasets)":40.86,"PairClassification Average (3 datasets)":76.9,"Reranking Average (4 datasets)":55.5,"Retrieval Average (15 datasets)":41.41,"STS Average (10 datasets)":79.11,"Summarization Average (1 datasets)":31.01}
{"index":61,"Rank":111,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":56.8,"Classification Average (12 datasets)":74.07,"Clustering Average (11 datasets)":40.63,"PairClassification Average (3 datasets)":80.94,"Reranking Average (4 datasets)":53.98,"Retrieval Average (15 datasets)":38.05,"STS Average (10 datasets)":78.5,"Summarization Average (1 datasets)":30.19}
{"index":101,"Rank":112,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.57,"Classification Average (12 datasets)":68.04,"Clustering Average (11 datasets)":39.18,"PairClassification Average (3 datasets)":82.81,"Reranking Average (4 datasets)":54.29,"Retrieval Average (15 datasets)":42.56,"STS Average (10 datasets)":78.65,"Summarization Average (1 datasets)":29.87}
{"index":211,"Rank":113,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.53,"Classification Average (12 datasets)":63.21,"Clustering Average (11 datasets)":41.81,"PairClassification Average (3 datasets)":82.41,"Reranking Average (4 datasets)":58.44,"Retrieval Average (15 datasets)":42.69,"STS Average (10 datasets)":79.8,"Summarization Average (1 datasets)":27.9}
{"index":267,"Rank":114,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":30522,"Max Tokens":512,"Average (56 datasets)":56.33,"Classification Average (12 datasets)":65.94,"Clustering Average (11 datasets)":32.28,"PairClassification Average (3 datasets)":81.32,"Reranking Average (4 datasets)":53.27,"Retrieval Average (15 datasets)":50.02,"STS Average (10 datasets)":76.95,"Summarization Average (1 datasets)":31.03}
{"index":212,"Rank":115,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":56.26,"Classification Average (12 datasets)":63.05,"Clustering Average (11 datasets)":42.35,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":41.95,"STS Average (10 datasets)":78.9,"Summarization Average (1 datasets)":30.81}
{"index":157,"Rank":116,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.26,"Classification Average (12 datasets)":66.07,"Clustering Average (11 datasets)":35.88,"PairClassification Average (3 datasets)":83.04,"Reranking Average (4 datasets)":55.84,"Retrieval Average (15 datasets)":44.03,"STS Average (10 datasets)":79.93,"Summarization Average (1 datasets)":30.71}
{"index":59,"Rank":117,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average (56 datasets)":56.23,"Classification Average (12 datasets)":71.88,"Clustering Average (11 datasets)":41.99,"PairClassification Average (3 datasets)":78.01,"Reranking Average (4 datasets)":53.09,"Retrieval Average (15 datasets)":39.19,"STS Average (10 datasets)":75.86,"Summarization Average (1 datasets)":31.45}
{"index":75,"Rank":118,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":2048,"Max Tokens":2048,"Average (56 datasets)":56.2,"Classification Average (12 datasets)":66.52,"Clustering Average (11 datasets)":39.92,"PairClassification Average (3 datasets)":79.58,"Reranking Average (4 datasets)":54.0,"Retrieval Average (15 datasets)":44.49,"STS Average (10 datasets)":75.74,"Summarization Average (1 datasets)":30.43}
{"index":218,"Rank":119,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.19,"Classification Average (12 datasets)":65.25,"Clustering Average (11 datasets)":38.63,"PairClassification Average (3 datasets)":83.85,"Reranking Average (4 datasets)":54.23,"Retrieval Average (15 datasets)":44.67,"STS Average (10 datasets)":77.07,"Summarization Average (1 datasets)":29.67}
{"index":195,"Rank":120,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":64,"Max Tokens":8192,"Average (56 datasets)":56.1,"Classification Average (12 datasets)":66.48,"Clustering Average (11 datasets)":40.31,"PairClassification Average (3 datasets)":82.26,"Reranking Average (4 datasets)":53.42,"Retrieval Average (15 datasets)":40.92,"STS Average (10 datasets)":79.79,"Summarization Average (1 datasets)":28.41}
{"index":197,"Rank":121,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":56.0,"Classification Average (12 datasets)":66.68,"Clustering Average (11 datasets)":41.1,"PairClassification Average (3 datasets)":82.54,"Reranking Average (4 datasets)":53.14,"Retrieval Average (15 datasets)":41.88,"STS Average (10 datasets)":76.51,"Summarization Average (1 datasets)":30.36}
{"index":154,"Rank":122,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (56 datasets)":55.81,"Classification Average (12 datasets)":68.04,"Clustering Average (11 datasets)":36.89,"PairClassification Average (3 datasets)":81.05,"Reranking Average (4 datasets)":52.6,"Retrieval Average (15 datasets)":41.19,"STS Average (10 datasets)":79.93,"Summarization Average (1 datasets)":32.06}
{"index":100,"Rank":123,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":55.71,"Classification Average (12 datasets)":66.35,"Clustering Average (11 datasets)":39.46,"PairClassification Average (3 datasets)":81.77,"Reranking Average (4 datasets)":54.28,"Retrieval Average (15 datasets)":40.82,"STS Average (10 datasets)":78.37,"Summarization Average (1 datasets)":31.16}
{"index":57,"Rank":124,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Embedding Dimensions":4096,"Max Tokens":4096,"Average (56 datasets)":55.36,"Classification Average (12 datasets)":71.57,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":77.88,"Reranking Average (4 datasets)":52.95,"Retrieval Average (15 datasets)":36.75,"STS Average (10 datasets)":76.4,"Summarization Average (1 datasets)":31.38}
{"index":226,"Rank":125,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":55.27,"Classification Average (12 datasets)":69.81,"Clustering Average (11 datasets)":40.21,"PairClassification Average (3 datasets)":85.18,"Reranking Average (4 datasets)":53.09,"Retrieval Average (15 datasets)":33.63,"STS Average (10 datasets)":81.14,"Summarization Average (1 datasets)":31.39}
{"index":64,"Rank":126,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":55.04,"Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.6,"PairClassification Average (3 datasets)":82.69,"Reranking Average (4 datasets)":53.49,"Retrieval Average (15 datasets)":37.94,"STS Average (10 datasets)":79.18,"Summarization Average (1 datasets)":30.97}
{"index":108,"Rank":127,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":384,"Max Tokens":4096,"Average (56 datasets)":54.42,"Classification Average (12 datasets)":67.8,"Clustering Average (11 datasets)":38.03,"PairClassification Average (3 datasets)":81.4,"Reranking Average (4 datasets)":53.64,"Retrieval Average (15 datasets)":36.08,"STS Average (10 datasets)":78.59,"Summarization Average (1 datasets)":29.83}
{"index":41,"Rank":128,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Embedding Dimensions":768,"Max Tokens":4096,"Average (56 datasets)":54.24,"Classification Average (12 datasets)":67.3,"Clustering Average (11 datasets)":40.9,"PairClassification Average (3 datasets)":80.4,"Reranking Average (4 datasets)":53.95,"Retrieval Average (15 datasets)":36.99,"STS Average (10 datasets)":73.7,"Summarization Average (1 datasets)":31.23}
{"index":80,"Rank":129,"Model":"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 (56 datasets)":53.74,"Classification Average (12 datasets)":70.14,"Clustering Average (11 datasets)":36.98,"PairClassification Average (3 datasets)":77.03,"Reranking Average (4 datasets)":52.33,"Retrieval Average (15 datasets)":32.34,"STS Average (10 datasets)":80.53,"Summarization Average (1 datasets)":30.38}
{"index":126,"Rank":130,"Model":"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 (56 datasets)":53.29,"Classification Average (12 datasets)":61.67,"Clustering Average (11 datasets)":35.67,"PairClassification Average (3 datasets)":80.86,"Reranking Average (4 datasets)":54.58,"Retrieval Average (15 datasets)":41.17,"STS Average (10 datasets)":74.23,"Summarization Average (1 datasets)":31.05}
{"index":222,"Rank":131,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":52.35,"Classification Average (12 datasets)":64.71,"Clustering Average (11 datasets)":37.64,"PairClassification Average (3 datasets)":81.74,"Reranking Average (4 datasets)":51.84,"Retrieval Average (15 datasets)":32.96,"STS Average (10 datasets)":76.47,"Summarization Average (1 datasets)":29.5}
{"index":159,"Rank":132,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":52.33,"Classification Average (12 datasets)":60.56,"Clustering Average (11 datasets)":32.56,"PairClassification Average (3 datasets)":79.22,"Reranking Average (4 datasets)":53.07,"Retrieval Average (15 datasets)":38.91,"STS Average (10 datasets)":78.06,"Summarization Average (1 datasets)":31.25}
{"index":76,"Rank":133,"Model":"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 (56 datasets)":51.25,"Classification Average (12 datasets)":60.72,"Clustering Average (11 datasets)":35.79,"PairClassification Average (3 datasets)":75.23,"Reranking Average (4 datasets)":50.58,"Retrieval Average (15 datasets)":37.04,"STS Average (10 datasets)":73.41,"Summarization Average (1 datasets)":29.71}
{"index":68,"Rank":134,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":50.94,"Classification Average (12 datasets)":65.72,"Clustering Average (11 datasets)":32.91,"PairClassification Average (3 datasets)":80.62,"Reranking Average (4 datasets)":50.29,"Retrieval Average (15 datasets)":29.33,"STS Average (10 datasets)":78.81,"Summarization Average (1 datasets)":30.71}
{"index":259,"Rank":135,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2046,"Average (56 datasets)":49.52,"Classification Average (12 datasets)":70.44,"Clustering Average (11 datasets)":37.52,"PairClassification Average (3 datasets)":76.86,"Reranking Average (4 datasets)":49.02,"Retrieval Average (15 datasets)":18.36,"STS Average (10 datasets)":78.6,"Summarization Average (1 datasets)":26.94}
{"index":63,"Rank":136,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":4096,"Average (56 datasets)":49.42,"Classification Average (12 datasets)":67.67,"Clustering Average (11 datasets)":37.45,"PairClassification Average (3 datasets)":72.21,"Reranking Average (4 datasets)":47.7,"Retrieval Average (15 datasets)":25.93,"STS Average (10 datasets)":71.61,"Summarization Average (1 datasets)":31.23}
{"index":200,"Rank":137,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":48.87,"Classification Average (12 datasets)":67.32,"Clustering Average (11 datasets)":33.43,"PairClassification Average (3 datasets)":73.68,"Reranking Average (4 datasets)":47.54,"Retrieval Average (15 datasets)":21.82,"STS Average (10 datasets)":79.12,"Summarization Average (1 datasets)":31.17}
{"index":66,"Rank":138,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":48.61,"Classification Average (12 datasets)":64.86,"Clustering Average (11 datasets)":30.21,"PairClassification Average (3 datasets)":78.57,"Reranking Average (4 datasets)":48.51,"Retrieval Average (15 datasets)":26.17,"STS Average (10 datasets)":75.9,"Summarization Average (1 datasets)":30.3}
{"index":67,"Rank":139,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":48.17,"Classification Average (12 datasets)":67.77,"Clustering Average (11 datasets)":28.01,"PairClassification Average (3 datasets)":80.57,"Reranking Average (4 datasets)":49.41,"Retrieval Average (15 datasets)":25.51,"STS Average (10 datasets)":72.43,"Summarization Average (1 datasets)":29.91}
{"index":77,"Rank":140,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average (56 datasets)":45.97,"Classification Average (12 datasets)":61.46,"Clustering Average (11 datasets)":30.95,"PairClassification Average (3 datasets)":71.78,"Reranking Average (4 datasets)":47.56,"Retrieval Average (15 datasets)":20.9,"STS Average (10 datasets)":74.71,"Summarization Average (1 datasets)":30.26}
{"index":201,"Rank":141,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.45,"Classification Average (12 datasets)":62.5,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":70.33,"Reranking Average (4 datasets)":46.47,"Retrieval Average (15 datasets)":20.29,"STS Average (10 datasets)":74.33,"Summarization Average (1 datasets)":31.15}
{"index":210,"Rank":142,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":45.21,"Classification Average (12 datasets)":62.71,"Clustering Average (11 datasets)":29.55,"PairClassification Average (3 datasets)":78.87,"Reranking Average (4 datasets)":48.42,"Retrieval Average (15 datasets)":18.99,"STS Average (10 datasets)":70.8,"Summarization Average (1 datasets)":31.05}
{"index":216,"Rank":143,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":42.06,"Classification Average (12 datasets)":57.65,"Clustering Average (11 datasets)":26.57,"PairClassification Average (3 datasets)":72.94,"Reranking Average (4 datasets)":44.75,"Retrieval Average (15 datasets)":21.22,"STS Average (10 datasets)":62.46,"Summarization Average (1 datasets)":30.49}
{"index":128,"Rank":144,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":42.02,"Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":26.2,"PairClassification Average (3 datasets)":71.4,"Reranking Average (4 datasets)":46.18,"Retrieval Average (15 datasets)":13.47,"STS Average (10 datasets)":67.23,"Summarization Average (1 datasets)":30.56}
{"index":215,"Rank":145,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (56 datasets)":41.96,"Classification Average (12 datasets)":57.29,"Clustering Average (11 datasets)":27.73,"PairClassification Average (3 datasets)":70.92,"Reranking Average (4 datasets)":43.29,"Retrieval Average (15 datasets)":21.62,"STS Average (10 datasets)":61.85,"Summarization Average (1 datasets)":28.87}
{"index":214,"Rank":146,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":40.28,"Classification Average (12 datasets)":52.37,"Clustering Average (11 datasets)":34.06,"PairClassification Average (3 datasets)":61.37,"Reranking Average (4 datasets)":48.1,"Retrieval Average (15 datasets)":15.88,"STS Average (10 datasets)":61.02,"Summarization Average (1 datasets)":27.66}
{"index":115,"Rank":147,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":38.33,"Classification Average (12 datasets)":61.66,"Clustering Average (11 datasets)":30.12,"PairClassification Average (3 datasets)":56.33,"Reranking Average (4 datasets)":43.44,"Retrieval Average (15 datasets)":10.59,"STS Average (10 datasets)":54.36,"Summarization Average (1 datasets)":29.82}
{"index":11,"Rank":148,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average (56 datasets)":34.95,"Classification Average (12 datasets)":53.18,"Clustering Average (11 datasets)":15.28,"PairClassification Average (3 datasets)":68.86,"Reranking Average (4 datasets)":41.44,"Retrieval Average (15 datasets)":7.94,"STS Average (10 datasets)":63.27,"Summarization Average (1 datasets)":26.8}
{"index":2,"Rank":149,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8000,"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)":""}
{"index":4,"Rank":151,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":1024,"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)":""}
{"index":5,"Rank":152,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":16000,"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)":""}
{"index":7,"Rank":153,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"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)":""}
{"index":10,"Rank":154,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"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)":""}
{"index":12,"Rank":155,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"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)":""}
{"index":22,"Rank":157,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"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)":""}
{"index":27,"Rank":158,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":31.67,"PairClassification Average (3 datasets)":76.96,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":35,"Rank":162,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"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)":""}
{"index":36,"Rank":163,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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)":""}
{"index":37,"Rank":164,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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)":""}
{"index":38,"Rank":165,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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)":""}
{"index":49,"Rank":172,"Model":"gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Embedding Dimensions":2048,"Max Tokens":8192,"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)":""}
{"index":51,"Rank":173,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"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)":""}
{"index":52,"Rank":174,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"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)":""}
{"index":53,"Rank":175,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"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)":""}
{"index":55,"Rank":176,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.85,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":74.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.11,"Summarization Average (1 datasets)":""}
{"index":69,"Rank":177,"Model":"gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.81,"Clustering Average (11 datasets)":35.96,"PairClassification Average (3 datasets)":80.73,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":70,"Rank":178,"Model":"gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.47,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":71,"Rank":179,"Model":"gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":67.47,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":72,"Rank":180,"Model":"gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":68.13,"Clustering Average (11 datasets)":39.54,"PairClassification Average (3 datasets)":82.59,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":73,"Rank":181,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.54,"Clustering Average (11 datasets)":35.78,"PairClassification Average (3 datasets)":80.4,"Reranking Average (4 datasets)":51.68,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":76.56,"Summarization Average (1 datasets)":30.52}
{"index":74,"Rank":182,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":64.56,"Clustering Average (11 datasets)":33.15,"PairClassification Average (3 datasets)":79.7,"Reranking Average (4 datasets)":50.55,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.37,"Summarization Average (1 datasets)":29.33}
{"index":81,"Rank":183,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"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)":""}
{"index":82,"Rank":184,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"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)":""}
{"index":83,"Rank":185,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"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)":""}
{"index":84,"Rank":186,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"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)":""}
{"index":85,"Rank":187,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"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)":""}
{"index":86,"Rank":188,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"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)":""}
{"index":87,"Rank":189,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"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)":""}
{"index":88,"Rank":190,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"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)":""}
{"index":89,"Rank":191,"Model":"e5-large-v2-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.24,"Clustering Average (11 datasets)":44.49,"PairClassification Average (3 datasets)":86.03,"Reranking Average (4 datasets)":56.61,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.05,"Summarization Average (1 datasets)":30.19}
{"index":93,"Rank":193,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","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)":30.62}
{"index":94,"Rank":194,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":79.84,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":32.47}
{"index":104,"Rank":195,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"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)":""}
{"index":105,"Rank":196,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"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)":""}
{"index":106,"Rank":197,"Model":"UAE-Large-V1-Q5_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.58,"Clustering Average (11 datasets)":46.73,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":59.88,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.54,"Summarization Average (1 datasets)":32.03}
{"index":114,"Rank":198,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.53,"Clustering Average (11 datasets)":45.77,"PairClassification Average (3 datasets)":86.55,"Reranking Average (4 datasets)":58.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.4,"Summarization Average (1 datasets)":31.07}
{"index":117,"Rank":199,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":2270,"Memory Usage (GB, fp32)":8.46,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":73.13,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.48,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":119,"Rank":200,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"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)":47.85,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":70.81,"Summarization Average (1 datasets)":29.02}
{"index":120,"Rank":201,"Model":"cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":61.44,"Clustering Average (11 datasets)":37.92,"PairClassification Average (3 datasets)":82.11,"Reranking Average (4 datasets)":55.24,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":122,"Rank":202,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"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)":""}
{"index":123,"Rank":203,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"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)":""}
{"index":124,"Rank":204,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":66.95,"Clustering Average (11 datasets)":40.83,"PairClassification Average (3 datasets)":81.03,"Reranking Average (4 datasets)":54.63,"Retrieval Average (15 datasets)":38.79,"STS Average (10 datasets)":80.17,"Summarization Average (1 datasets)":""}
{"index":125,"Rank":205,"Model":"mxbai-embed-large-v1-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.64,"Clustering Average (11 datasets)":46.71,"PairClassification Average (3 datasets)":87.2,"Reranking Average (4 datasets)":60.11,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":85.0,"Summarization Average (1 datasets)":32.71}
{"index":129,"Rank":206,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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)":""}
{"index":130,"Rank":207,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"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)":""}
{"index":131,"Rank":208,"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)":""}
{"index":132,"Rank":209,"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)":""}
{"index":133,"Rank":210,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"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)":""}
{"index":149,"Rank":211,"Model":"herbert-base-retrieval-v2<\/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)":""}
{"index":150,"Rank":212,"Model":"silver-retriever-base-v1<\/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)":""}
{"index":151,"Rank":213,"Model":"UAE-Large-V1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.58,"Clustering Average (11 datasets)":46.73,"PairClassification Average (3 datasets)":87.25,"Reranking Average (4 datasets)":59.88,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.54,"Summarization Average (1 datasets)":32.03}
{"index":160,"Rank":214,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
{"index":162,"Rank":215,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":69.02,"Clustering Average (11 datasets)":39.29,"PairClassification Average (3 datasets)":84.56,"Reranking Average (4 datasets)":55.32,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.49,"Summarization Average (1 datasets)":29.87}
{"index":174,"Rank":216,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Embedding Dimensions":1024,"Max Tokens":8194,"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)":""}
{"index":175,"Rank":217,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"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)":""}
{"index":176,"Rank":218,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"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)":""}
{"index":177,"Rank":219,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"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)":""}
{"index":178,"Rank":220,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Embedding Dimensions":2048,"Max Tokens":2048,"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)":""}
{"index":179,"Rank":221,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":63.67,"Clustering Average (11 datasets)":39.94,"PairClassification Average (3 datasets)":82.37,"Reranking Average (4 datasets)":58.04,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":182,"Rank":222,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"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)":""}
{"index":183,"Rank":223,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":74.98,"Clustering Average (11 datasets)":45.06,"PairClassification Average (3 datasets)":86.24,"Reranking Average (4 datasets)":58.94,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.79,"Summarization Average (1 datasets)":""}
{"index":184,"Rank":224,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":72.62,"Clustering Average (11 datasets)":42.88,"PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":57.18,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.19,"Summarization Average (1 datasets)":""}
{"index":185,"Rank":225,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":86.74,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":84.18,"Summarization Average (1 datasets)":""}
{"index":186,"Rank":226,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":85.06,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.5,"Summarization Average (1 datasets)":""}
{"index":187,"Rank":227,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":73.52,"Clustering Average (11 datasets)":42.63,"PairClassification Average (3 datasets)":85.05,"Reranking Average (4 datasets)":57.86,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.04,"Summarization Average (1 datasets)":""}
{"index":188,"Rank":228,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":68.55,"Clustering Average (11 datasets)":38.37,"PairClassification Average (3 datasets)":81.93,"Reranking Average (4 datasets)":54.14,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":78.53,"Summarization Average (1 datasets)":""}
{"index":199,"Rank":229,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":60.9,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":203,"Rank":230,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"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)":""}
{"index":204,"Rank":231,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"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)":""}
{"index":205,"Rank":232,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"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)":""}
{"index":206,"Rank":233,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"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)":""}
{"index":207,"Rank":234,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"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)":""}
{"index":208,"Rank":235,"Model":"st-polish-paraphrase-from-distilroberta<\/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)":""}
{"index":209,"Rank":236,"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)":""}
{"index":217,"Rank":237,"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)":64.67,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.61,"Reranking Average (4 datasets)":48.82,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.6,"Summarization Average (1 datasets)":""}
{"index":223,"Rank":238,"Model":"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 (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)":""}
{"index":224,"Rank":239,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":37.14,"PairClassification Average (3 datasets)":78.45,"Reranking Average (4 datasets)":53.62,"Retrieval Average (15 datasets)":32.45,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.67}
{"index":225,"Rank":240,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":38.4,"PairClassification Average (3 datasets)":80.81,"Reranking Average (4 datasets)":53.8,"Retrieval Average (15 datasets)":35.34,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":31.57}
{"index":230,"Rank":241,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":62.23,"Clustering Average (11 datasets)":30.61,"PairClassification Average (3 datasets)":76.49,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.24,"Summarization Average (1 datasets)":30.1}
{"index":232,"Rank":243,"Model":"ret-phi2-v0<\/a>","Model Size (Million Parameters)":2649,"Memory Usage (GB, fp32)":9.87,"Embedding Dimensions":2560,"Max Tokens":2048,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":50.78,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":233,"Rank":244,"Model":"Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":66.01,"Clustering Average (11 datasets)":33.47,"PairClassification Average (3 datasets)":77.75,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":237,"Rank":245,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":41.73,"Clustering Average (11 datasets)":18.0,"PairClassification Average (3 datasets)":30.61,"Reranking Average (4 datasets)":34.44,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":39.1,"Summarization Average (1 datasets)":""}
{"index":238,"Rank":246,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":61.37,"Clustering Average (11 datasets)":29.04,"PairClassification Average (3 datasets)":71.88,"Reranking Average (4 datasets)":47.31,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":65.8,"Summarization Average (1 datasets)":29.51}
{"index":239,"Rank":247,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":64.45,"Clustering Average (11 datasets)":35.71,"PairClassification Average (3 datasets)":76.23,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":72.04,"Summarization Average (1 datasets)":29.42}
{"index":240,"Rank":248,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":67.9,"Clustering Average (11 datasets)":37.82,"PairClassification Average (3 datasets)":79.53,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":74.05,"Summarization Average (1 datasets)":29.01}
{"index":241,"Rank":249,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":63.42,"Clustering Average (11 datasets)":34.82,"PairClassification Average (3 datasets)":75.43,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.39,"Summarization Average (1 datasets)":30.79}
{"index":242,"Rank":250,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":65.78,"Clustering Average (11 datasets)":35.06,"PairClassification Average (3 datasets)":79.62,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":75.35,"Summarization Average (1 datasets)":29.71}
{"index":244,"Rank":251,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":43.43,"PairClassification Average (3 datasets)":82.83,"Reranking Average (4 datasets)":54.29,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":30.57}
{"index":245,"Rank":252,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":0.41,"PairClassification Average (3 datasets)":0.79,"Reranking Average (4 datasets)":0.53,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":0.29}
{"index":246,"Rank":253,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"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)":""}
{"index":247,"Rank":254,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"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)":""}
{"index":248,"Rank":255,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"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)":""}
{"index":249,"Rank":256,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":40.54,"PairClassification Average (3 datasets)":85.41,"Reranking Average (4 datasets)":54.46,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":80.59,"Summarization Average (1 datasets)":29.78}
{"index":250,"Rank":257,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":84.69,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.88,"Summarization Average (1 datasets)":""}
{"index":251,"Rank":258,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.58,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.9,"Summarization Average (1 datasets)":""}
{"index":252,"Rank":259,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":71.7,"Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":83.09,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":81.5,"Summarization Average (1 datasets)":""}
{"index":253,"Rank":260,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"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)":79.66,"Summarization Average (1 datasets)":""}
{"index":254,"Rank":261,"Model":"text-search-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"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)":""}
{"index":255,"Rank":262,"Model":"text-search-ada-doc-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"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)":""}
{"index":256,"Rank":263,"Model":"text-search-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)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":257,"Rank":264,"Model":"text-search-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"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)":""}
{"index":258,"Rank":265,"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)":""}
{"index":260,"Rank":266,"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 datasets)":""}
{"index":261,"Rank":267,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":4096,"Max Tokens":2046,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":77.79,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":262,"Rank":268,"Model":"text-similarity-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)":75.9,"Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}