{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":64.23,"Classification Average (7 datasets)":59.36,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":64.99,"Reranking Average (1 datasets)":73.08,"Retrieval Average (2 datasets)":76.78,"STS Average (2 datasets)":79.85}
{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":64.14,"Classification Average (7 datasets)":60.84,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (1 datasets)":70.87,"Retrieval Average (2 datasets)":72.82,"STS Average (2 datasets)":77.42}
{"index":14,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":63.36,"Classification Average (7 datasets)":58.92,"Clustering Average (3 datasets)":52.55,"PairClassification Average (1 datasets)":58.4,"Reranking Average (1 datasets)":75.58,"Retrieval Average (2 datasets)":77.39,"STS Average (2 datasets)":77.48}
{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":62.69,"Classification Average (7 datasets)":57.43,"Clustering Average (3 datasets)":52.51,"PairClassification Average (1 datasets)":60.6,"Reranking Average (1 datasets)":74.02,"Retrieval Average (2 datasets)":77.1,"STS Average (2 datasets)":77.39}
{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":61.26,"Classification Average (7 datasets)":57.86,"Clustering Average (3 datasets)":53.42,"PairClassification Average (1 datasets)":60.02,"Reranking Average (1 datasets)":64.42,"Retrieval Average (2 datasets)":67.34,"STS Average (2 datasets)":77.91}
{"index":22,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":60.74,"Classification Average (7 datasets)":56.55,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (1 datasets)":68.65,"Retrieval Average (2 datasets)":67.54,"STS Average (2 datasets)":77.37}
{"index":13,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":60.04,"Classification Average (7 datasets)":56.19,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.96,"Reranking Average (1 datasets)":72.01,"Retrieval Average (2 datasets)":69.91,"STS Average (2 datasets)":74.9}
{"index":15,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":59.64,"Classification Average (7 datasets)":55.09,"Clustering Average (3 datasets)":51.65,"PairClassification Average (1 datasets)":55.14,"Reranking Average (1 datasets)":71.46,"Retrieval Average (2 datasets)":69.27,"STS Average (2 datasets)":74.27}
{"index":23,"Rank":9,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (16 datasets)":55.92,"Classification Average (7 datasets)":53.46,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":56.09,"Reranking Average (1 datasets)":62.15,"Retrieval Average (2 datasets)":51.5,"STS Average (2 datasets)":75.32}
{"index":21,"Rank":10,"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 (16 datasets)":55.42,"Classification Average (7 datasets)":54.11,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (1 datasets)":58.77,"Retrieval Average (2 datasets)":44.4,"STS Average (2 datasets)":74.1}
{"index":5,"Rank":11,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":52.61,"Classification Average (7 datasets)":55.44,"Clustering Average (3 datasets)":52.65,"PairClassification Average (1 datasets)":51.97,"Reranking Average (1 datasets)":56.13,"Retrieval Average (2 datasets)":25.6,"STS Average (2 datasets)":68.19}
{"index":16,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":52.02,"Classification Average (7 datasets)":52.35,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":55.71,"Reranking Average (1 datasets)":55.13,"Retrieval Average (2 datasets)":36.38,"STS Average (2 datasets)":69.54}
{"index":20,"Rank":13,"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 (16 datasets)":51.89,"Classification Average (7 datasets)":51.38,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":58.56,"Reranking Average (1 datasets)":52.8,"Retrieval Average (2 datasets)":37.26,"STS Average (2 datasets)":70.71}
{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":51.44,"Classification Average (7 datasets)":52.73,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (1 datasets)":54.83,"Retrieval Average (2 datasets)":31.88,"STS Average (2 datasets)":69.6}
{"index":6,"Rank":15,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (16 datasets)":48.98,"Classification Average (7 datasets)":55.21,"Clustering Average (3 datasets)":51.94,"PairClassification Average (1 datasets)":50.17,"Reranking Average (1 datasets)":46.81,"Retrieval Average (2 datasets)":11.78,"STS Average (2 datasets)":60.44}
{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.37,"Clustering Average (3 datasets)":41.23,"PairClassification Average (1 datasets)":51.87,"Reranking Average (1 datasets)":46.09,"Retrieval Average (2 datasets)":12.4,"STS Average (2 datasets)":67.28}
{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.49,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (1 datasets)":39.89,"Retrieval Average (2 datasets)":9.68,"STS Average (2 datasets)":66.13}
{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":45.23,"Classification Average (7 datasets)":54.23,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":53.78,"Reranking Average (1 datasets)":34.01,"Retrieval Average (2 datasets)":7.5,"STS Average (2 datasets)":56.25}
{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":44.18,"Classification Average (7 datasets)":52.16,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":52.48,"Reranking Average (1 datasets)":42.58,"Retrieval Average (2 datasets)":7.37,"STS Average (2 datasets)":58.36}
{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":40.68,"Classification Average (7 datasets)":50.66,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":52.12,"Reranking Average (1 datasets)":41.65,"Retrieval Average (2 datasets)":7.55,"STS Average (2 datasets)":51.84}
{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (16 datasets)":37.07,"Classification Average (7 datasets)":42.68,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (1 datasets)":35.44,"Retrieval Average (2 datasets)":2.02,"STS Average (2 datasets)":55.78}
{"index":18,"Rank":22,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":25.97,"Classification Average (7 datasets)":28.67,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (1 datasets)":27.05,"Retrieval Average (2 datasets)":1.66,"STS Average (2 datasets)":49.74}
{"index":17,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.33,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (1 datasets)":38.51,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":50.9}
{"index":19,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":29.53,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":"","Reranking Average (1 datasets)":30.96,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":""}