diff --git "a/boards_data/en/data_overall/default.jsonl" "b/boards_data/en/data_overall/default.jsonl"
--- "a/boards_data/en/data_overall/default.jsonl"
+++ "b/boards_data/en/data_overall/default.jsonl"
@@ -1,252 +1,252 @@
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-{"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}
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-{"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}
-{"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}
-{"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}
-{"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}
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-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"Rank":36,"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}
-{"Rank":37,"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}
-{"Rank":38,"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}
-{"Rank":39,"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}
-{"Rank":40,"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"Rank":45,"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}
-{"Rank":46,"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}
-{"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}
-{"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}
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-{"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}
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-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
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-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
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-{"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}
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-{"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}
-{"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}
-{"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}
-{"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}
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-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
-{"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}
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-{"Rank":183,"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)":""}
-{"Rank":184,"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)":""}
-{"Rank":185,"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)":""}
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-{"Rank":187,"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)":""}
-{"Rank":188,"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)":""}
-{"Rank":189,"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)":""}
-{"Rank":190,"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}
-{"Rank":192,"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}
-{"Rank":193,"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}
-{"Rank":194,"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)":""}
-{"Rank":195,"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)":""}
-{"Rank":196,"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}
-{"Rank":197,"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}
-{"Rank":198,"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)":""}
-{"Rank":199,"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}
-{"Rank":200,"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)":""}
-{"Rank":201,"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)":""}
-{"Rank":202,"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)":""}
-{"Rank":203,"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)":""}
-{"Rank":204,"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)":""}
-{"Rank":205,"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)":""}
-{"Rank":206,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Embedding Dimensions":1024,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"Rank":207,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
-{"Rank":208,"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)":""}
-{"Rank":209,"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)":""}
-{"Rank":210,"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)":""}
-{"Rank":211,"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}
-{"Rank":212,"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}
-{"Rank":213,"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}
-{"Rank":214,"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)":""}
-{"Rank":215,"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)":""}
-{"Rank":216,"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)":""}
-{"Rank":217,"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)":""}
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-{"Rank":249,"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}
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-{"Rank":253,"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}
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-{"Rank":255,"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)":""}
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+{"index":244,"Rank":251,"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)":""}
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+{"index":247,"Rank":254,"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)":""}
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