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1 Parent(s): 02c86b7

Automated Leaderboard Update

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  1. all_data_tasks/0/default.jsonl +0 -0
  2. all_data_tasks/1/default.jsonl +0 -0
  3. all_data_tasks/10/default.jsonl +0 -0
  4. all_data_tasks/11/default.jsonl +0 -0
  5. all_data_tasks/12/default.jsonl +0 -0
  6. all_data_tasks/13/default.jsonl +0 -0
  7. all_data_tasks/2/default.jsonl +0 -0
  8. all_data_tasks/27/default.jsonl +56 -54
  9. all_data_tasks/3/default.jsonl +0 -0
  10. all_data_tasks/36/default.jsonl +46 -46
  11. all_data_tasks/37/default.jsonl +42 -42
  12. all_data_tasks/38/default.jsonl +42 -42
  13. all_data_tasks/39/default.jsonl +42 -42
  14. all_data_tasks/4/default.jsonl +0 -0
  15. all_data_tasks/40/default.jsonl +44 -42
  16. all_data_tasks/41/default.jsonl +42 -42
  17. all_data_tasks/42/default.jsonl +42 -42
  18. all_data_tasks/45/default.jsonl +0 -0
  19. all_data_tasks/5/default.jsonl +0 -0
  20. all_data_tasks/51/default.jsonl +42 -40
  21. all_data_tasks/6/default.jsonl +0 -0
  22. all_data_tasks/8/default.jsonl +0 -0
  23. all_data_tasks/9/default.jsonl +0 -0
  24. boards_data/coir/data_tasks/Retrieval/default.jsonl +42 -40
  25. boards_data/de/data_tasks/STS/default.jsonl +56 -54
  26. boards_data/en/data_overall/default.jsonl +0 -0
  27. boards_data/en/data_tasks/Classification/default.jsonl +0 -0
  28. boards_data/en/data_tasks/Clustering/default.jsonl +0 -0
  29. boards_data/en/data_tasks/PairClassification/default.jsonl +0 -0
  30. boards_data/en/data_tasks/Reranking/default.jsonl +0 -0
  31. boards_data/en/data_tasks/Retrieval/default.jsonl +0 -0
  32. boards_data/en/data_tasks/STS/default.jsonl +0 -0
  33. boards_data/en/data_tasks/Summarization/default.jsonl +0 -0
  34. boards_data/other-sts/data_tasks/STS/default.jsonl +0 -0
  35. boards_data/ru/data_overall/default.jsonl +42 -42
  36. boards_data/ru/data_tasks/Classification/default.jsonl +46 -46
  37. boards_data/ru/data_tasks/Clustering/default.jsonl +42 -42
  38. boards_data/ru/data_tasks/MultilabelClassification/default.jsonl +42 -42
  39. boards_data/ru/data_tasks/PairClassification/default.jsonl +42 -42
  40. boards_data/ru/data_tasks/Reranking/default.jsonl +42 -42
  41. boards_data/ru/data_tasks/Retrieval/default.jsonl +44 -42
  42. boards_data/ru/data_tasks/STS/default.jsonl +42 -42
  43. boards_data/zh/data_overall/default.jsonl +0 -0
  44. boards_data/zh/data_tasks/Classification/default.jsonl +0 -0
  45. boards_data/zh/data_tasks/Clustering/default.jsonl +0 -0
  46. boards_data/zh/data_tasks/PairClassification/default.jsonl +0 -0
  47. boards_data/zh/data_tasks/Reranking/default.jsonl +0 -0
  48. boards_data/zh/data_tasks/Retrieval/default.jsonl +0 -0
  49. boards_data/zh/data_tasks/STS/default.jsonl +0 -0
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@@ -1,45 +1,45 @@
1
- {"index":74,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
2
- {"index":76,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
3
  {"index":32,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.68,"GermanSTSBenchmark":85.74,"STS22 (de-en)":61.61}
4
- {"index":64,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.02,"GermanSTSBenchmark":85.11,"STS22 (de-en)":60.92}
5
  {"index":46,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
6
- {"index":72,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-de\">jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
7
  {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
8
- {"index":68,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.53,"GermanSTSBenchmark":84.84,"STS22 (de-en)":58.22}
9
  {"index":16,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":71.45,"GermanSTSBenchmark":81.1,"STS22 (de-en)":61.8}
10
  {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":71.11,"GermanSTSBenchmark":84.61,"STS22 (de-en)":57.62}
11
- {"index":67,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.12,"GermanSTSBenchmark":83.64,"STS22 (de-en)":56.59}
12
  {"index":52,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.17,"GermanSTSBenchmark":79.99,"STS22 (de-en)":58.35}
13
  {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.54,"GermanSTSBenchmark":81.1,"STS22 (de-en)":53.99}
14
- {"index":69,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":67.24,"GermanSTSBenchmark":78.42,"STS22 (de-en)":56.07}
15
- {"index":98,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.11,"GermanSTSBenchmark":83.41,"STS22 (de-en)":50.81}
16
- {"index":66,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.88,"GermanSTSBenchmark":78.86,"STS22 (de-en)":54.89}
17
- {"index":97,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.88,"GermanSTSBenchmark":79.1,"STS22 (de-en)":52.65}
18
  {"index":15,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":64.9,"GermanSTSBenchmark":76.78,"STS22 (de-en)":53.01}
19
- {"index":104,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":64.16,"GermanSTSBenchmark":83.32,"STS22 (de-en)":45.0}
20
- {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":61.14,"GermanSTSBenchmark":67.39,"STS22 (de-en)":54.9}
21
- {"index":88,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.02,"GermanSTSBenchmark":71.91,"STS22 (de-en)":50.14}
22
  {"index":14,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":60.18,"GermanSTSBenchmark":67.07,"STS22 (de-en)":53.28}
23
- {"index":63,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.58,"GermanSTSBenchmark":69.37,"STS22 (de-en)":49.8}
24
- {"index":61,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.44,"GermanSTSBenchmark":68.61,"STS22 (de-en)":50.28}
25
- {"index":60,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.36,"GermanSTSBenchmark":65.51,"STS22 (de-en)":49.21}
26
  {"index":10,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.2,"GermanSTSBenchmark":63.74,"STS22 (de-en)":50.66}
27
- {"index":84,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.84,"GermanSTSBenchmark":62.7,"STS22 (de-en)":50.97}
28
- {"index":91,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":55.5,"GermanSTSBenchmark":61.27,"STS22 (de-en)":49.73}
29
  {"index":54,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.84,"GermanSTSBenchmark":61.53,"STS22 (de-en)":48.14}
30
  {"index":9,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.72,"GermanSTSBenchmark":62.87,"STS22 (de-en)":46.58}
31
  {"index":12,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":54.59,"GermanSTSBenchmark":64.25,"STS22 (de-en)":44.93}
32
- {"index":65,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":54.5,"GermanSTSBenchmark":65.29,"STS22 (de-en)":43.7}
33
  {"index":51,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.36,"GermanSTSBenchmark":60.5,"STS22 (de-en)":46.23}
34
- {"index":102,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":52.92,"GermanSTSBenchmark":61.54,"STS22 (de-en)":44.31}
35
- {"index":89,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.87,"GermanSTSBenchmark":62.88,"STS22 (de-en)":42.86}
36
- {"index":90,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.3,"GermanSTSBenchmark":60.56,"STS22 (de-en)":44.04}
37
  {"index":55,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.11,"GermanSTSBenchmark":67.94,"STS22 (de-en)":34.28}
38
  {"index":48,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.79,"GermanSTSBenchmark":51.6,"STS22 (de-en)":47.98}
39
- {"index":70,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":43.72,"GermanSTSBenchmark":35.78,"STS22 (de-en)":51.66}
40
  {"index":19,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.31,"GermanSTSBenchmark":50.75,"STS22 (de-en)":35.87}
41
- {"index":103,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":39.52,"GermanSTSBenchmark":57.5,"STS22 (de-en)":21.55}
42
- {"index":71,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":36.48,"GermanSTSBenchmark":23.42,"STS22 (de-en)":49.55}
43
  {"index":50,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":35.44,"GermanSTSBenchmark":54.77,"STS22 (de-en)":16.12}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":35.24,"GermanSTSBenchmark":48.0,"STS22 (de-en)":22.47}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.72,"GermanSTSBenchmark":40.07,"STS22 (de-en)":27.38}
@@ -79,32 +79,34 @@
79
  {"index":44,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bhavnicksm\/brown-beetle-tiny-v1.1\">brown-beetle-tiny-v1.1<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":768,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":23.73}
80
  {"index":45,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":51.16}
81
  {"index":47,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cnmoro\/snowflake-arctic-embed-m-v2.0-cpu\">snowflake-arctic-embed-m-v2.0-cpu<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":52.69}
82
- {"index":56,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.23}
83
- {"index":57,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.18}
84
- {"index":58,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
85
- {"index":59,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.1}
86
- {"index":73,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":20.08,"STS22 (de-en)":""}
87
- {"index":75,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.49}
88
- {"index":77,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":38.54}
89
- {"index":78,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove\">M2V_base_glove<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":31.73}
90
- {"index":79,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove_subword\">M2V_base_glove_subword<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.59}
91
- {"index":80,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_output\">M2V_base_output<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":27.04}
92
- {"index":81,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-2M\">potion-base-2M<\/a>","Model Size (Million Parameters)":2,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":64,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":25.64}
93
- {"index":82,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-4M\">potion-base-4M<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":128,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":31.68}
94
- {"index":83,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-8M\">potion-base-8M<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
95
- {"index":85,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.61}
96
- {"index":86,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.57}
97
- {"index":87,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":44.91}
98
- {"index":92,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":26.03}
99
- {"index":93,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.65}
100
- {"index":94,"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.51}
101
- {"index":95,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":48.76}
102
- {"index":96,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":53.63}
103
- {"index":99,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":46.9}
104
- {"index":100,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.93}
105
- {"index":101,"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.64}
106
- {"index":105,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Meta-Llama-3-8B-Instruct\">BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.31}
107
- {"index":106,"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Sheared-LLaMA\">BinGSE-Sheared-LLaMA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.85}
108
- {"index":107,"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/willalexm\/potion-base-8M-stf\">potion-base-8M-stf<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
109
- {"index":108,"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":82.32,"STS22 (de-en)":""}
110
- {"index":109,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":80.32,"STS22 (de-en)":""}
 
 
 
1
+ {"index":76,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
2
+ {"index":78,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
3
  {"index":32,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.68,"GermanSTSBenchmark":85.74,"STS22 (de-en)":61.61}
4
+ {"index":66,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.02,"GermanSTSBenchmark":85.11,"STS22 (de-en)":60.92}
5
  {"index":46,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
6
+ {"index":74,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-de\">jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
7
  {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
8
+ {"index":70,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.53,"GermanSTSBenchmark":84.84,"STS22 (de-en)":58.22}
9
  {"index":16,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":71.45,"GermanSTSBenchmark":81.1,"STS22 (de-en)":61.8}
10
  {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":71.11,"GermanSTSBenchmark":84.61,"STS22 (de-en)":57.62}
11
+ {"index":69,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.12,"GermanSTSBenchmark":83.64,"STS22 (de-en)":56.59}
12
  {"index":52,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.17,"GermanSTSBenchmark":79.99,"STS22 (de-en)":58.35}
13
  {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.54,"GermanSTSBenchmark":81.1,"STS22 (de-en)":53.99}
14
+ {"index":71,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":67.24,"GermanSTSBenchmark":78.42,"STS22 (de-en)":56.07}
15
+ {"index":100,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.11,"GermanSTSBenchmark":83.41,"STS22 (de-en)":50.81}
16
+ {"index":68,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.88,"GermanSTSBenchmark":78.86,"STS22 (de-en)":54.89}
17
+ {"index":99,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.88,"GermanSTSBenchmark":79.1,"STS22 (de-en)":52.65}
18
  {"index":15,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":64.9,"GermanSTSBenchmark":76.78,"STS22 (de-en)":53.01}
19
+ {"index":106,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":64.16,"GermanSTSBenchmark":83.32,"STS22 (de-en)":45.0}
20
+ {"index":64,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":61.14,"GermanSTSBenchmark":67.39,"STS22 (de-en)":54.9}
21
+ {"index":90,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.02,"GermanSTSBenchmark":71.91,"STS22 (de-en)":50.14}
22
  {"index":14,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":60.18,"GermanSTSBenchmark":67.07,"STS22 (de-en)":53.28}
23
+ {"index":65,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.58,"GermanSTSBenchmark":69.37,"STS22 (de-en)":49.8}
24
+ {"index":63,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.44,"GermanSTSBenchmark":68.61,"STS22 (de-en)":50.28}
25
+ {"index":62,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.36,"GermanSTSBenchmark":65.51,"STS22 (de-en)":49.21}
26
  {"index":10,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.2,"GermanSTSBenchmark":63.74,"STS22 (de-en)":50.66}
27
+ {"index":86,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.84,"GermanSTSBenchmark":62.7,"STS22 (de-en)":50.97}
28
+ {"index":93,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":55.5,"GermanSTSBenchmark":61.27,"STS22 (de-en)":49.73}
29
  {"index":54,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.84,"GermanSTSBenchmark":61.53,"STS22 (de-en)":48.14}
30
  {"index":9,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.72,"GermanSTSBenchmark":62.87,"STS22 (de-en)":46.58}
31
  {"index":12,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":54.59,"GermanSTSBenchmark":64.25,"STS22 (de-en)":44.93}
32
+ {"index":67,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":54.5,"GermanSTSBenchmark":65.29,"STS22 (de-en)":43.7}
33
  {"index":51,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.36,"GermanSTSBenchmark":60.5,"STS22 (de-en)":46.23}
34
+ {"index":104,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":52.92,"GermanSTSBenchmark":61.54,"STS22 (de-en)":44.31}
35
+ {"index":91,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.87,"GermanSTSBenchmark":62.88,"STS22 (de-en)":42.86}
36
+ {"index":92,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.3,"GermanSTSBenchmark":60.56,"STS22 (de-en)":44.04}
37
  {"index":55,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.11,"GermanSTSBenchmark":67.94,"STS22 (de-en)":34.28}
38
  {"index":48,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.79,"GermanSTSBenchmark":51.6,"STS22 (de-en)":47.98}
39
+ {"index":72,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":43.72,"GermanSTSBenchmark":35.78,"STS22 (de-en)":51.66}
40
  {"index":19,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.31,"GermanSTSBenchmark":50.75,"STS22 (de-en)":35.87}
41
+ {"index":105,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":39.52,"GermanSTSBenchmark":57.5,"STS22 (de-en)":21.55}
42
+ {"index":73,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":36.48,"GermanSTSBenchmark":23.42,"STS22 (de-en)":49.55}
43
  {"index":50,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":35.44,"GermanSTSBenchmark":54.77,"STS22 (de-en)":16.12}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":35.24,"GermanSTSBenchmark":48.0,"STS22 (de-en)":22.47}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.72,"GermanSTSBenchmark":40.07,"STS22 (de-en)":27.38}
 
79
  {"index":44,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bhavnicksm\/brown-beetle-tiny-v1.1\">brown-beetle-tiny-v1.1<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":768,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":23.73}
80
  {"index":45,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":51.16}
81
  {"index":47,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cnmoro\/snowflake-arctic-embed-m-v2.0-cpu\">snowflake-arctic-embed-m-v2.0-cpu<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":52.69}
82
+ {"index":56,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q4_K_M-GGUF\">granite-embedding-278m-multilingual-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
83
+ {"index":57,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q8_0-GGUF\">granite-embedding-278m-multilingual-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
84
+ {"index":58,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.23}
85
+ {"index":59,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.18}
86
+ {"index":60,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
87
+ {"index":61,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.1}
88
+ {"index":75,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":20.08,"STS22 (de-en)":""}
89
+ {"index":77,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.49}
90
+ {"index":79,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":38.54}
91
+ {"index":80,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove\">M2V_base_glove<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":31.73}
92
+ {"index":81,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove_subword\">M2V_base_glove_subword<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.59}
93
+ {"index":82,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_output\">M2V_base_output<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":27.04}
94
+ {"index":83,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-2M\">potion-base-2M<\/a>","Model Size (Million Parameters)":2,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":64,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":25.64}
95
+ {"index":84,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-4M\">potion-base-4M<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":128,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":31.68}
96
+ {"index":85,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-8M\">potion-base-8M<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
97
+ {"index":87,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.61}
98
+ {"index":88,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.57}
99
+ {"index":89,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":44.91}
100
+ {"index":94,"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":26.03}
101
+ {"index":95,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.65}
102
+ {"index":96,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.51}
103
+ {"index":97,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":48.76}
104
+ {"index":98,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":53.63}
105
+ {"index":101,"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":46.9}
106
+ {"index":102,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.93}
107
+ {"index":103,"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.64}
108
+ {"index":107,"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Meta-Llama-3-8B-Instruct\">BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.31}
109
+ {"index":108,"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Sheared-LLaMA\">BinGSE-Sheared-LLaMA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.85}
110
+ {"index":109,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/willalexm\/potion-base-8M-stf\">potion-base-8M-stf<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
111
+ {"index":110,"Rank":111,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":82.32,"STS22 (de-en)":""}
112
+ {"index":111,"Rank":112,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":80.32,"STS22 (de-en)":""}
all_data_tasks/3/default.jsonl CHANGED
The diff for this file is too large to render. See raw diff
 
all_data_tasks/36/default.jsonl CHANGED
@@ -4,60 +4,60 @@
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":69.95,"GeoreviewClassification":57.7,"HeadlineClassification":86.08,"InappropriatenessClassification":67.85,"KinopoiskClassification":69.15,"RuReviewsClassification":72.05,"RuSciBenchGRNTIClassification":67.98,"RuSciBenchOECDClassification":54.45,"MassiveIntentClassification (ru)":76.01,"MassiveScenarioClassification (ru)":78.28}
5
  {"index":34,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.86,"GeoreviewClassification":57.36,"HeadlineClassification":87.11,"InappropriatenessClassification":70.64,"KinopoiskClassification":68.9,"RuReviewsClassification":71.01,"RuSciBenchGRNTIClassification":68.08,"RuSciBenchOECDClassification":54.1,"MassiveIntentClassification (ru)":73.86,"MassiveScenarioClassification (ru)":77.65}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.48,"GeoreviewClassification":59.31,"HeadlineClassification":82.32,"InappropriatenessClassification":73.26,"KinopoiskClassification":67.17,"RuReviewsClassification":72.89,"RuSciBenchGRNTIClassification":67.35,"RuSciBenchOECDClassification":54.38,"MassiveIntentClassification (ru)":73.15,"MassiveScenarioClassification (ru)":75.46}
7
- {"index":57,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.11,"GeoreviewClassification":56.72,"HeadlineClassification":87.02,"InappropriatenessClassification":70.36,"KinopoiskClassification":68.35,"RuReviewsClassification":70.57,"RuSciBenchGRNTIClassification":66.05,"RuSciBenchOECDClassification":52.11,"MassiveIntentClassification (ru)":73.74,"MassiveScenarioClassification (ru)":77.1}
8
- {"index":61,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.31,"GeoreviewClassification":55.9,"HeadlineClassification":86.18,"InappropriatenessClassification":65.53,"KinopoiskClassification":66.12,"RuReviewsClassification":68.56,"RuSciBenchGRNTIClassification":65.07,"RuSciBenchOECDClassification":50.21,"MassiveIntentClassification (ru)":67.6,"MassiveScenarioClassification (ru)":71.59}
9
  {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.21,"GeoreviewClassification":52.04,"HeadlineClassification":83.4,"InappropriatenessClassification":64.14,"KinopoiskClassification":63.15,"RuReviewsClassification":68.24,"RuSciBenchGRNTIClassification":61.24,"RuSciBenchOECDClassification":48.1,"MassiveIntentClassification (ru)":68.61,"MassiveScenarioClassification (ru)":77.98}
10
  {"index":25,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.02,"GeoreviewClassification":51.5,"HeadlineClassification":84.37,"InappropriatenessClassification":65.89,"KinopoiskClassification":62.29,"RuReviewsClassification":67.7,"RuSciBenchGRNTIClassification":62.76,"RuSciBenchOECDClassification":49.77,"MassiveIntentClassification (ru)":66.07,"MassiveScenarioClassification (ru)":74.81}
11
- {"index":66,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
12
- {"index":68,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":63.92,"GeoreviewClassification":50.88,"HeadlineClassification":79.5,"InappropriatenessClassification":62.46,"KinopoiskClassification":61.84,"RuReviewsClassification":66.83,"RuSciBenchGRNTIClassification":62.17,"RuSciBenchOECDClassification":48.22,"MassiveIntentClassification (ru)":69.08,"MassiveScenarioClassification (ru)":74.26}
14
  {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":63.8,"GeoreviewClassification":47.18,"HeadlineClassification":75.1,"InappropriatenessClassification":62.99,"KinopoiskClassification":64.43,"RuReviewsClassification":65.99,"RuSciBenchGRNTIClassification":61.46,"RuSciBenchOECDClassification":47.86,"MassiveIntentClassification (ru)":70.87,"MassiveScenarioClassification (ru)":78.34}
15
- {"index":95,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":62.89,"GeoreviewClassification":47.06,"HeadlineClassification":77.19,"InappropriatenessClassification":61.5,"KinopoiskClassification":60.21,"RuReviewsClassification":66.11,"RuSciBenchGRNTIClassification":61.04,"RuSciBenchOECDClassification":47.07,"MassiveIntentClassification (ru)":70.11,"MassiveScenarioClassification (ru)":75.69}
16
  {"index":36,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":62.74,"GeoreviewClassification":49.7,"HeadlineClassification":78.0,"InappropriatenessClassification":61.32,"KinopoiskClassification":63.27,"RuReviewsClassification":67.96,"RuSciBenchGRNTIClassification":59.33,"RuSciBenchOECDClassification":46.33,"MassiveIntentClassification (ru)":66.97,"MassiveScenarioClassification (ru)":71.8}
17
  {"index":47,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":61.92,"GeoreviewClassification":50.98,"HeadlineClassification":70.09,"InappropriatenessClassification":60.76,"KinopoiskClassification":63.33,"RuReviewsClassification":68.52,"RuSciBenchGRNTIClassification":57.67,"RuSciBenchOECDClassification":44.2,"MassiveIntentClassification (ru)":68.85,"MassiveScenarioClassification (ru)":72.9}
18
  {"index":3,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":61.62,"GeoreviewClassification":45.45,"HeadlineClassification":79.3,"InappropriatenessClassification":60.33,"KinopoiskClassification":57.99,"RuReviewsClassification":63.12,"RuSciBenchGRNTIClassification":60.63,"RuSciBenchOECDClassification":46.05,"MassiveIntentClassification (ru)":67.89,"MassiveScenarioClassification (ru)":73.86}
19
  {"index":26,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":61.58,"GeoreviewClassification":47.69,"HeadlineClassification":83.46,"InappropriatenessClassification":61.32,"KinopoiskClassification":59.04,"RuReviewsClassification":66.09,"RuSciBenchGRNTIClassification":61.41,"RuSciBenchOECDClassification":48.67,"MassiveIntentClassification (ru)":60.08,"MassiveScenarioClassification (ru)":66.44}
20
- {"index":60,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":61.01,"GeoreviewClassification":49.69,"HeadlineClassification":77.19,"InappropriatenessClassification":61.59,"KinopoiskClassification":56.59,"RuReviewsClassification":65.28,"RuSciBenchGRNTIClassification":58.2,"RuSciBenchOECDClassification":43.91,"MassiveIntentClassification (ru)":65.76,"MassiveScenarioClassification (ru)":70.85}
21
  {"index":11,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":60.46,"GeoreviewClassification":48.27,"HeadlineClassification":70.32,"InappropriatenessClassification":59.87,"KinopoiskClassification":58.23,"RuReviewsClassification":66.91,"RuSciBenchGRNTIClassification":55.81,"RuSciBenchOECDClassification":42.57,"MassiveIntentClassification (ru)":68.76,"MassiveScenarioClassification (ru)":73.42}
22
  {"index":46,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.89,"GeoreviewClassification":46.88,"HeadlineClassification":75.0,"InappropriatenessClassification":61.83,"KinopoiskClassification":56.03,"RuReviewsClassification":65.48,"RuSciBenchGRNTIClassification":55.55,"RuSciBenchOECDClassification":43.28,"MassiveIntentClassification (ru)":65.92,"MassiveScenarioClassification (ru)":69.06}
23
  {"index":0,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":59.26,"GeoreviewClassification":45.4,"HeadlineClassification":78.34,"InappropriatenessClassification":59.04,"KinopoiskClassification":57.39,"RuReviewsClassification":59.14,"RuSciBenchGRNTIClassification":58.03,"RuSciBenchOECDClassification":44.54,"MassiveIntentClassification (ru)":63.02,"MassiveScenarioClassification (ru)":68.44}
24
- {"index":88,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.23,"GeoreviewClassification":46.04,"HeadlineClassification":69.98,"InappropriatenessClassification":61.39,"KinopoiskClassification":53.59,"RuReviewsClassification":64.58,"RuSciBenchGRNTIClassification":56.67,"RuSciBenchOECDClassification":43.58,"MassiveIntentClassification (ru)":66.08,"MassiveScenarioClassification (ru)":71.13}
25
  {"index":1,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":58.75,"GeoreviewClassification":43.02,"HeadlineClassification":76.74,"InappropriatenessClassification":59.62,"KinopoiskClassification":62.14,"RuReviewsClassification":58.37,"RuSciBenchGRNTIClassification":59.01,"RuSciBenchOECDClassification":45.37,"MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":66.18}
26
  {"index":18,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":58.42,"GeoreviewClassification":44.47,"HeadlineClassification":76.3,"InappropriatenessClassification":59.73,"KinopoiskClassification":50.88,"RuReviewsClassification":61.96,"RuSciBenchGRNTIClassification":58.37,"RuSciBenchOECDClassification":45.1,"MassiveIntentClassification (ru)":61.88,"MassiveScenarioClassification (ru)":67.1}
27
- {"index":96,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":58.26,"GeoreviewClassification":42.96,"HeadlineClassification":74.06,"InappropriatenessClassification":58.86,"KinopoiskClassification":55.03,"RuReviewsClassification":61.07,"RuSciBenchGRNTIClassification":55.56,"RuSciBenchOECDClassification":43.35,"MassiveIntentClassification (ru)":63.87,"MassiveScenarioClassification (ru)":69.58}
28
- {"index":59,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.26,"GeoreviewClassification":46.05,"HeadlineClassification":75.64,"InappropriatenessClassification":58.78,"KinopoiskClassification":50.89,"RuReviewsClassification":62.99,"RuSciBenchGRNTIClassification":56.28,"RuSciBenchOECDClassification":42.69,"MassiveIntentClassification (ru)":62.78,"MassiveScenarioClassification (ru)":68.21}
29
  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":57.52,"GeoreviewClassification":39.67,"HeadlineClassification":77.19,"InappropriatenessClassification":64.64,"KinopoiskClassification":50.33,"RuReviewsClassification":58.29,"RuSciBenchGRNTIClassification":54.19,"RuSciBenchOECDClassification":43.8,"MassiveIntentClassification (ru)":61.42,"MassiveScenarioClassification (ru)":68.13}
30
  {"index":38,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.24,"GeoreviewClassification":39.97,"HeadlineClassification":79.26,"InappropriatenessClassification":62.52,"KinopoiskClassification":49.51,"RuReviewsClassification":58.27,"RuSciBenchGRNTIClassification":53.9,"RuSciBenchOECDClassification":43.04,"MassiveIntentClassification (ru)":61.09,"MassiveScenarioClassification (ru)":67.6}
31
- {"index":84,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.88,"GeoreviewClassification":42.33,"HeadlineClassification":70.35,"InappropriatenessClassification":59.32,"KinopoiskClassification":44.31,"RuReviewsClassification":62.33,"RuSciBenchGRNTIClassification":56.01,"RuSciBenchOECDClassification":44.14,"MassiveIntentClassification (ru)":63.23,"MassiveScenarioClassification (ru)":69.92}
32
- {"index":67,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.45,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.65,"MassiveScenarioClassification (ru)":63.77}
33
- {"index":62,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":56.44,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.43,"MassiveScenarioClassification (ru)":63.89}
34
  {"index":48,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.18,"GeoreviewClassification":40.19,"HeadlineClassification":78.75,"InappropriatenessClassification":61.33,"KinopoiskClassification":48.78,"RuReviewsClassification":55.66,"RuSciBenchGRNTIClassification":53.53,"RuSciBenchOECDClassification":41.34,"MassiveIntentClassification (ru)":61.32,"MassiveScenarioClassification (ru)":64.71}
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.15,"GeoreviewClassification":38.95,"HeadlineClassification":75.59,"InappropriatenessClassification":60.68,"KinopoiskClassification":49.67,"RuReviewsClassification":54.05,"RuSciBenchGRNTIClassification":48.53,"RuSciBenchOECDClassification":37.65,"MassiveIntentClassification (ru)":63.12,"MassiveScenarioClassification (ru)":68.08}
36
- {"index":89,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":55.01,"GeoreviewClassification":41.36,"HeadlineClassification":68.9,"InappropriatenessClassification":59.11,"KinopoiskClassification":50.47,"RuReviewsClassification":60.66,"RuSciBenchGRNTIClassification":52.93,"RuSciBenchOECDClassification":40.79,"MassiveIntentClassification (ru)":57.98,"MassiveScenarioClassification (ru)":62.9}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.98,"GeoreviewClassification":40.89,"HeadlineClassification":68.75,"InappropriatenessClassification":58.48,"KinopoiskClassification":49.85,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":52.8,"RuSciBenchOECDClassification":40.36,"MassiveIntentClassification (ru)":60.53,"MassiveScenarioClassification (ru)":65.15}
38
- {"index":74,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.71,"GeoreviewClassification":40.86,"HeadlineClassification":68.75,"InappropriatenessClassification":58.52,"KinopoiskClassification":46.77,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":53.04,"RuSciBenchOECDClassification":40.48,"MassiveIntentClassification (ru)":60.67,"MassiveScenarioClassification (ru)":65.25}
39
- {"index":83,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.77,"GeoreviewClassification":38.24,"HeadlineClassification":68.3,"InappropriatenessClassification":58.18,"KinopoiskClassification":41.45,"RuReviewsClassification":58.88,"RuSciBenchGRNTIClassification":53.19,"RuSciBenchOECDClassification":41.41,"MassiveIntentClassification (ru)":59.06,"MassiveScenarioClassification (ru)":65.25}
40
  {"index":45,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":52.17,"GeoreviewClassification":39.64,"HeadlineClassification":74.19,"InappropriatenessClassification":58.57,"KinopoiskClassification":49.06,"RuReviewsClassification":56.99,"RuSciBenchGRNTIClassification":45.63,"RuSciBenchOECDClassification":35.48,"MassiveIntentClassification (ru)":50.83,"MassiveScenarioClassification (ru)":59.15}
41
  {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.6,"GeoreviewClassification":37.22,"HeadlineClassification":75.23,"InappropriatenessClassification":57.34,"KinopoiskClassification":49.91,"RuReviewsClassification":50.74,"RuSciBenchGRNTIClassification":48.03,"RuSciBenchOECDClassification":36.13,"MassiveIntentClassification (ru)":53.02,"MassiveScenarioClassification (ru)":56.79}
42
- {"index":90,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":51.35,"GeoreviewClassification":34.63,"HeadlineClassification":62.29,"InappropriatenessClassification":57.37,"KinopoiskClassification":42.09,"RuReviewsClassification":56.71,"RuSciBenchGRNTIClassification":49.18,"RuSciBenchOECDClassification":39.55,"MassiveIntentClassification (ru)":58.02,"MassiveScenarioClassification (ru)":62.31}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.27,"GeoreviewClassification":38.05,"HeadlineClassification":67.64,"InappropriatenessClassification":58.27,"KinopoiskClassification":45.86,"RuReviewsClassification":58.34,"RuSciBenchGRNTIClassification":52.18,"RuSciBenchOECDClassification":40.11,"MassiveIntentClassification (ru)":49.1,"MassiveScenarioClassification (ru)":51.91}
44
  {"index":44,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":44.55,"GeoreviewClassification":33.45,"HeadlineClassification":57.65,"InappropriatenessClassification":54.5,"KinopoiskClassification":41.36,"RuReviewsClassification":49.56,"RuSciBenchGRNTIClassification":35.71,"RuSciBenchOECDClassification":26.51,"MassiveIntentClassification (ru)":50.1,"MassiveScenarioClassification (ru)":52.15}
45
- {"index":63,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":40.89,"GeoreviewClassification":30.5,"HeadlineClassification":36.09,"InappropriatenessClassification":54.64,"KinopoiskClassification":41.23,"RuReviewsClassification":45.26,"RuSciBenchGRNTIClassification":30.37,"RuSciBenchOECDClassification":22.65,"MassiveIntentClassification (ru)":52.99,"MassiveScenarioClassification (ru)":54.26}
46
  {"index":17,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":38.84,"GeoreviewClassification":32.95,"HeadlineClassification":45.37,"InappropriatenessClassification":54.71,"KinopoiskClassification":36.31,"RuReviewsClassification":48.71,"RuSciBenchGRNTIClassification":24.06,"RuSciBenchOECDClassification":19.18,"MassiveIntentClassification (ru)":41.81,"MassiveScenarioClassification (ru)":46.46}
47
- {"index":56,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":38.22,"GeoreviewClassification":32.09,"HeadlineClassification":44.38,"InappropriatenessClassification":53.71,"KinopoiskClassification":37.27,"RuReviewsClassification":47.99,"RuSciBenchGRNTIClassification":24.33,"RuSciBenchOECDClassification":18.45,"MassiveIntentClassification (ru)":40.62,"MassiveScenarioClassification (ru)":45.16}
48
- {"index":54,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.0,"GeoreviewClassification":30.9,"HeadlineClassification":41.74,"InappropriatenessClassification":53.27,"KinopoiskClassification":34.67,"RuReviewsClassification":47.13,"RuSciBenchGRNTIClassification":20.87,"RuSciBenchOECDClassification":16.49,"MassiveIntentClassification (ru)":36.82,"MassiveScenarioClassification (ru)":42.08}
49
- {"index":64,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":35.09,"GeoreviewClassification":28.08,"HeadlineClassification":28.25,"InappropriatenessClassification":52.74,"KinopoiskClassification":39.85,"RuReviewsClassification":41.19,"RuSciBenchGRNTIClassification":16.08,"RuSciBenchOECDClassification":12.1,"MassiveIntentClassification (ru)":47.61,"MassiveScenarioClassification (ru)":49.94}
50
  {"index":49,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.6,"GeoreviewClassification":29.03,"HeadlineClassification":34.62,"InappropriatenessClassification":52.6,"KinopoiskClassification":38.3,"RuReviewsClassification":44.29,"RuSciBenchGRNTIClassification":17.9,"RuSciBenchOECDClassification":14.1,"MassiveIntentClassification (ru)":40.19,"MassiveScenarioClassification (ru)":40.39}
51
  {"index":10,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":33.71,"GeoreviewClassification":28.64,"HeadlineClassification":33.56,"InappropriatenessClassification":51.81,"KinopoiskClassification":35.68,"RuReviewsClassification":44.62,"RuSciBenchGRNTIClassification":22.05,"RuSciBenchOECDClassification":16.53,"MassiveIntentClassification (ru)":32.31,"MassiveScenarioClassification (ru)":38.22}
52
- {"index":70,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":32.24,"GeoreviewClassification":28.69,"HeadlineClassification":31.06,"InappropriatenessClassification":51.92,"KinopoiskClassification":37.39,"RuReviewsClassification":44.25,"RuSciBenchGRNTIClassification":19.29,"RuSciBenchOECDClassification":14.8,"MassiveIntentClassification (ru)":29.22,"MassiveScenarioClassification (ru)":33.56}
53
  {"index":9,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.96,"GeoreviewClassification":27.74,"HeadlineClassification":30.07,"InappropriatenessClassification":51.63,"KinopoiskClassification":35.58,"RuReviewsClassification":43.47,"RuSciBenchGRNTIClassification":17.34,"RuSciBenchOECDClassification":13.16,"MassiveIntentClassification (ru)":31.7,"MassiveScenarioClassification (ru)":36.99}
54
  {"index":12,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":29.63,"GeoreviewClassification":27.23,"HeadlineClassification":29.75,"InappropriatenessClassification":51.22,"KinopoiskClassification":35.31,"RuReviewsClassification":43.95,"RuSciBenchGRNTIClassification":13.96,"RuSciBenchOECDClassification":10.76,"MassiveIntentClassification (ru)":24.69,"MassiveScenarioClassification (ru)":29.84}
55
- {"index":55,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":29.54,"GeoreviewClassification":28.65,"HeadlineClassification":29.77,"InappropriatenessClassification":52.5,"KinopoiskClassification":35.86,"RuReviewsClassification":43.2,"RuSciBenchGRNTIClassification":14.83,"RuSciBenchOECDClassification":11.64,"MassiveIntentClassification (ru)":22.51,"MassiveScenarioClassification (ru)":26.94}
56
- {"index":77,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.82,"GeoreviewClassification":25.93,"HeadlineClassification":28.53,"InappropriatenessClassification":51.82,"KinopoiskClassification":34.18,"RuReviewsClassification":42.33,"RuSciBenchGRNTIClassification":13.29,"RuSciBenchOECDClassification":10.62,"MassiveIntentClassification (ru)":23.98,"MassiveScenarioClassification (ru)":28.71}
57
- {"index":76,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.75,"GeoreviewClassification":27.08,"HeadlineClassification":27.77,"InappropriatenessClassification":51.73,"KinopoiskClassification":33.93,"RuReviewsClassification":41.79,"RuSciBenchGRNTIClassification":10.08,"RuSciBenchOECDClassification":8.3,"MassiveIntentClassification (ru)":27.58,"MassiveScenarioClassification (ru)":30.46}
58
- {"index":53,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.17,"GeoreviewClassification":27.81,"HeadlineClassification":29.8,"InappropriatenessClassification":51.95,"KinopoiskClassification":34.33,"RuReviewsClassification":41.31,"RuSciBenchGRNTIClassification":10.71,"RuSciBenchOECDClassification":9.01,"MassiveIntentClassification (ru)":21.3,"MassiveScenarioClassification (ru)":27.27}
59
- {"index":75,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.15,"GeoreviewClassification":23.49,"HeadlineClassification":28.49,"InappropriatenessClassification":50.85,"KinopoiskClassification":34.17,"RuReviewsClassification":42.49,"RuSciBenchGRNTIClassification":10.49,"RuSciBenchOECDClassification":8.31,"MassiveIntentClassification (ru)":26.33,"MassiveScenarioClassification (ru)":28.75}
60
- {"index":58,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.28,"GeoreviewClassification":27.15,"HeadlineClassification":28.01,"InappropriatenessClassification":51.46,"KinopoiskClassification":33.59,"RuReviewsClassification":39.68,"RuSciBenchGRNTIClassification":8.39,"RuSciBenchOECDClassification":7.24,"MassiveIntentClassification (ru)":13.65,"MassiveScenarioClassification (ru)":18.39}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":44.29,"MassiveScenarioClassification (ru)":51.84}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":67.46,"MassiveScenarioClassification (ru)":71.65}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":76.63,"MassiveScenarioClassification (ru)":80.52}
@@ -75,22 +75,22 @@
75
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":61.6}
76
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":27.14,"MassiveScenarioClassification (ru)":29.95}
77
  {"index":50,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":62.63,"MassiveScenarioClassification (ru)":67.96}
78
- {"index":51,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
79
- {"index":52,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
80
- {"index":65,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":21.25,"HeadlineClassification":19.82,"InappropriatenessClassification":51.48,"KinopoiskClassification":"","RuReviewsClassification":33.7,"RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":7.62,"MassiveScenarioClassification (ru)":11.82}
81
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
82
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
83
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
84
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
85
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.3,"MassiveScenarioClassification (ru)":28.16}
86
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
87
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":57.96,"MassiveScenarioClassification (ru)":65.41}
88
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":16.82,"MassiveScenarioClassification (ru)":25.85}
89
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":36.58,"MassiveScenarioClassification (ru)":43.44}
90
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":14.82,"MassiveScenarioClassification (ru)":20.69}
91
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":17.32,"MassiveScenarioClassification (ru)":27.47}
92
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":33.46,"MassiveScenarioClassification (ru)":40.73}
93
- {"index":91,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/llm_mse\">llm_mse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":2.65,"MassiveScenarioClassification (ru)":8.14}
94
- {"index":92,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q3_K_S-GGUF\">multilingual-e5-large-instruct-Q3_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
95
- {"index":93,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_0-GGUF\">multilingual-e5-large-instruct-Q5_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
96
- {"index":94,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_K_M-GGUF\">multilingual-e5-large-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
 
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":69.95,"GeoreviewClassification":57.7,"HeadlineClassification":86.08,"InappropriatenessClassification":67.85,"KinopoiskClassification":69.15,"RuReviewsClassification":72.05,"RuSciBenchGRNTIClassification":67.98,"RuSciBenchOECDClassification":54.45,"MassiveIntentClassification (ru)":76.01,"MassiveScenarioClassification (ru)":78.28}
5
  {"index":34,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.86,"GeoreviewClassification":57.36,"HeadlineClassification":87.11,"InappropriatenessClassification":70.64,"KinopoiskClassification":68.9,"RuReviewsClassification":71.01,"RuSciBenchGRNTIClassification":68.08,"RuSciBenchOECDClassification":54.1,"MassiveIntentClassification (ru)":73.86,"MassiveScenarioClassification (ru)":77.65}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.48,"GeoreviewClassification":59.31,"HeadlineClassification":82.32,"InappropriatenessClassification":73.26,"KinopoiskClassification":67.17,"RuReviewsClassification":72.89,"RuSciBenchGRNTIClassification":67.35,"RuSciBenchOECDClassification":54.38,"MassiveIntentClassification (ru)":73.15,"MassiveScenarioClassification (ru)":75.46}
7
+ {"index":59,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.11,"GeoreviewClassification":56.72,"HeadlineClassification":87.02,"InappropriatenessClassification":70.36,"KinopoiskClassification":68.35,"RuReviewsClassification":70.57,"RuSciBenchGRNTIClassification":66.05,"RuSciBenchOECDClassification":52.11,"MassiveIntentClassification (ru)":73.74,"MassiveScenarioClassification (ru)":77.1}
8
+ {"index":63,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.31,"GeoreviewClassification":55.9,"HeadlineClassification":86.18,"InappropriatenessClassification":65.53,"KinopoiskClassification":66.12,"RuReviewsClassification":68.56,"RuSciBenchGRNTIClassification":65.07,"RuSciBenchOECDClassification":50.21,"MassiveIntentClassification (ru)":67.6,"MassiveScenarioClassification (ru)":71.59}
9
  {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.21,"GeoreviewClassification":52.04,"HeadlineClassification":83.4,"InappropriatenessClassification":64.14,"KinopoiskClassification":63.15,"RuReviewsClassification":68.24,"RuSciBenchGRNTIClassification":61.24,"RuSciBenchOECDClassification":48.1,"MassiveIntentClassification (ru)":68.61,"MassiveScenarioClassification (ru)":77.98}
10
  {"index":25,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.02,"GeoreviewClassification":51.5,"HeadlineClassification":84.37,"InappropriatenessClassification":65.89,"KinopoiskClassification":62.29,"RuReviewsClassification":67.7,"RuSciBenchGRNTIClassification":62.76,"RuSciBenchOECDClassification":49.77,"MassiveIntentClassification (ru)":66.07,"MassiveScenarioClassification (ru)":74.81}
11
+ {"index":68,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
12
+ {"index":70,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":63.92,"GeoreviewClassification":50.88,"HeadlineClassification":79.5,"InappropriatenessClassification":62.46,"KinopoiskClassification":61.84,"RuReviewsClassification":66.83,"RuSciBenchGRNTIClassification":62.17,"RuSciBenchOECDClassification":48.22,"MassiveIntentClassification (ru)":69.08,"MassiveScenarioClassification (ru)":74.26}
14
  {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":63.8,"GeoreviewClassification":47.18,"HeadlineClassification":75.1,"InappropriatenessClassification":62.99,"KinopoiskClassification":64.43,"RuReviewsClassification":65.99,"RuSciBenchGRNTIClassification":61.46,"RuSciBenchOECDClassification":47.86,"MassiveIntentClassification (ru)":70.87,"MassiveScenarioClassification (ru)":78.34}
15
+ {"index":97,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":62.89,"GeoreviewClassification":47.06,"HeadlineClassification":77.19,"InappropriatenessClassification":61.5,"KinopoiskClassification":60.21,"RuReviewsClassification":66.11,"RuSciBenchGRNTIClassification":61.04,"RuSciBenchOECDClassification":47.07,"MassiveIntentClassification (ru)":70.11,"MassiveScenarioClassification (ru)":75.69}
16
  {"index":36,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":62.74,"GeoreviewClassification":49.7,"HeadlineClassification":78.0,"InappropriatenessClassification":61.32,"KinopoiskClassification":63.27,"RuReviewsClassification":67.96,"RuSciBenchGRNTIClassification":59.33,"RuSciBenchOECDClassification":46.33,"MassiveIntentClassification (ru)":66.97,"MassiveScenarioClassification (ru)":71.8}
17
  {"index":47,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":61.92,"GeoreviewClassification":50.98,"HeadlineClassification":70.09,"InappropriatenessClassification":60.76,"KinopoiskClassification":63.33,"RuReviewsClassification":68.52,"RuSciBenchGRNTIClassification":57.67,"RuSciBenchOECDClassification":44.2,"MassiveIntentClassification (ru)":68.85,"MassiveScenarioClassification (ru)":72.9}
18
  {"index":3,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":61.62,"GeoreviewClassification":45.45,"HeadlineClassification":79.3,"InappropriatenessClassification":60.33,"KinopoiskClassification":57.99,"RuReviewsClassification":63.12,"RuSciBenchGRNTIClassification":60.63,"RuSciBenchOECDClassification":46.05,"MassiveIntentClassification (ru)":67.89,"MassiveScenarioClassification (ru)":73.86}
19
  {"index":26,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":61.58,"GeoreviewClassification":47.69,"HeadlineClassification":83.46,"InappropriatenessClassification":61.32,"KinopoiskClassification":59.04,"RuReviewsClassification":66.09,"RuSciBenchGRNTIClassification":61.41,"RuSciBenchOECDClassification":48.67,"MassiveIntentClassification (ru)":60.08,"MassiveScenarioClassification (ru)":66.44}
20
+ {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":61.01,"GeoreviewClassification":49.69,"HeadlineClassification":77.19,"InappropriatenessClassification":61.59,"KinopoiskClassification":56.59,"RuReviewsClassification":65.28,"RuSciBenchGRNTIClassification":58.2,"RuSciBenchOECDClassification":43.91,"MassiveIntentClassification (ru)":65.76,"MassiveScenarioClassification (ru)":70.85}
21
  {"index":11,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":60.46,"GeoreviewClassification":48.27,"HeadlineClassification":70.32,"InappropriatenessClassification":59.87,"KinopoiskClassification":58.23,"RuReviewsClassification":66.91,"RuSciBenchGRNTIClassification":55.81,"RuSciBenchOECDClassification":42.57,"MassiveIntentClassification (ru)":68.76,"MassiveScenarioClassification (ru)":73.42}
22
  {"index":46,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.89,"GeoreviewClassification":46.88,"HeadlineClassification":75.0,"InappropriatenessClassification":61.83,"KinopoiskClassification":56.03,"RuReviewsClassification":65.48,"RuSciBenchGRNTIClassification":55.55,"RuSciBenchOECDClassification":43.28,"MassiveIntentClassification (ru)":65.92,"MassiveScenarioClassification (ru)":69.06}
23
  {"index":0,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":59.26,"GeoreviewClassification":45.4,"HeadlineClassification":78.34,"InappropriatenessClassification":59.04,"KinopoiskClassification":57.39,"RuReviewsClassification":59.14,"RuSciBenchGRNTIClassification":58.03,"RuSciBenchOECDClassification":44.54,"MassiveIntentClassification (ru)":63.02,"MassiveScenarioClassification (ru)":68.44}
24
+ {"index":90,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.23,"GeoreviewClassification":46.04,"HeadlineClassification":69.98,"InappropriatenessClassification":61.39,"KinopoiskClassification":53.59,"RuReviewsClassification":64.58,"RuSciBenchGRNTIClassification":56.67,"RuSciBenchOECDClassification":43.58,"MassiveIntentClassification (ru)":66.08,"MassiveScenarioClassification (ru)":71.13}
25
  {"index":1,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":58.75,"GeoreviewClassification":43.02,"HeadlineClassification":76.74,"InappropriatenessClassification":59.62,"KinopoiskClassification":62.14,"RuReviewsClassification":58.37,"RuSciBenchGRNTIClassification":59.01,"RuSciBenchOECDClassification":45.37,"MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":66.18}
26
  {"index":18,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":58.42,"GeoreviewClassification":44.47,"HeadlineClassification":76.3,"InappropriatenessClassification":59.73,"KinopoiskClassification":50.88,"RuReviewsClassification":61.96,"RuSciBenchGRNTIClassification":58.37,"RuSciBenchOECDClassification":45.1,"MassiveIntentClassification (ru)":61.88,"MassiveScenarioClassification (ru)":67.1}
27
+ {"index":98,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":58.26,"GeoreviewClassification":42.96,"HeadlineClassification":74.06,"InappropriatenessClassification":58.86,"KinopoiskClassification":55.03,"RuReviewsClassification":61.07,"RuSciBenchGRNTIClassification":55.56,"RuSciBenchOECDClassification":43.35,"MassiveIntentClassification (ru)":63.87,"MassiveScenarioClassification (ru)":69.58}
28
+ {"index":61,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.26,"GeoreviewClassification":46.05,"HeadlineClassification":75.64,"InappropriatenessClassification":58.78,"KinopoiskClassification":50.89,"RuReviewsClassification":62.99,"RuSciBenchGRNTIClassification":56.28,"RuSciBenchOECDClassification":42.69,"MassiveIntentClassification (ru)":62.78,"MassiveScenarioClassification (ru)":68.21}
29
  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":57.52,"GeoreviewClassification":39.67,"HeadlineClassification":77.19,"InappropriatenessClassification":64.64,"KinopoiskClassification":50.33,"RuReviewsClassification":58.29,"RuSciBenchGRNTIClassification":54.19,"RuSciBenchOECDClassification":43.8,"MassiveIntentClassification (ru)":61.42,"MassiveScenarioClassification (ru)":68.13}
30
  {"index":38,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.24,"GeoreviewClassification":39.97,"HeadlineClassification":79.26,"InappropriatenessClassification":62.52,"KinopoiskClassification":49.51,"RuReviewsClassification":58.27,"RuSciBenchGRNTIClassification":53.9,"RuSciBenchOECDClassification":43.04,"MassiveIntentClassification (ru)":61.09,"MassiveScenarioClassification (ru)":67.6}
31
+ {"index":86,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.88,"GeoreviewClassification":42.33,"HeadlineClassification":70.35,"InappropriatenessClassification":59.32,"KinopoiskClassification":44.31,"RuReviewsClassification":62.33,"RuSciBenchGRNTIClassification":56.01,"RuSciBenchOECDClassification":44.14,"MassiveIntentClassification (ru)":63.23,"MassiveScenarioClassification (ru)":69.92}
32
+ {"index":69,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.45,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.65,"MassiveScenarioClassification (ru)":63.77}
33
+ {"index":64,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":56.44,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.43,"MassiveScenarioClassification (ru)":63.89}
34
  {"index":48,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.18,"GeoreviewClassification":40.19,"HeadlineClassification":78.75,"InappropriatenessClassification":61.33,"KinopoiskClassification":48.78,"RuReviewsClassification":55.66,"RuSciBenchGRNTIClassification":53.53,"RuSciBenchOECDClassification":41.34,"MassiveIntentClassification (ru)":61.32,"MassiveScenarioClassification (ru)":64.71}
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.15,"GeoreviewClassification":38.95,"HeadlineClassification":75.59,"InappropriatenessClassification":60.68,"KinopoiskClassification":49.67,"RuReviewsClassification":54.05,"RuSciBenchGRNTIClassification":48.53,"RuSciBenchOECDClassification":37.65,"MassiveIntentClassification (ru)":63.12,"MassiveScenarioClassification (ru)":68.08}
36
+ {"index":91,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":55.01,"GeoreviewClassification":41.36,"HeadlineClassification":68.9,"InappropriatenessClassification":59.11,"KinopoiskClassification":50.47,"RuReviewsClassification":60.66,"RuSciBenchGRNTIClassification":52.93,"RuSciBenchOECDClassification":40.79,"MassiveIntentClassification (ru)":57.98,"MassiveScenarioClassification (ru)":62.9}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.98,"GeoreviewClassification":40.89,"HeadlineClassification":68.75,"InappropriatenessClassification":58.48,"KinopoiskClassification":49.85,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":52.8,"RuSciBenchOECDClassification":40.36,"MassiveIntentClassification (ru)":60.53,"MassiveScenarioClassification (ru)":65.15}
38
+ {"index":76,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.71,"GeoreviewClassification":40.86,"HeadlineClassification":68.75,"InappropriatenessClassification":58.52,"KinopoiskClassification":46.77,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":53.04,"RuSciBenchOECDClassification":40.48,"MassiveIntentClassification (ru)":60.67,"MassiveScenarioClassification (ru)":65.25}
39
+ {"index":85,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.77,"GeoreviewClassification":38.24,"HeadlineClassification":68.3,"InappropriatenessClassification":58.18,"KinopoiskClassification":41.45,"RuReviewsClassification":58.88,"RuSciBenchGRNTIClassification":53.19,"RuSciBenchOECDClassification":41.41,"MassiveIntentClassification (ru)":59.06,"MassiveScenarioClassification (ru)":65.25}
40
  {"index":45,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":52.17,"GeoreviewClassification":39.64,"HeadlineClassification":74.19,"InappropriatenessClassification":58.57,"KinopoiskClassification":49.06,"RuReviewsClassification":56.99,"RuSciBenchGRNTIClassification":45.63,"RuSciBenchOECDClassification":35.48,"MassiveIntentClassification (ru)":50.83,"MassiveScenarioClassification (ru)":59.15}
41
  {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.6,"GeoreviewClassification":37.22,"HeadlineClassification":75.23,"InappropriatenessClassification":57.34,"KinopoiskClassification":49.91,"RuReviewsClassification":50.74,"RuSciBenchGRNTIClassification":48.03,"RuSciBenchOECDClassification":36.13,"MassiveIntentClassification (ru)":53.02,"MassiveScenarioClassification (ru)":56.79}
42
+ {"index":92,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":51.35,"GeoreviewClassification":34.63,"HeadlineClassification":62.29,"InappropriatenessClassification":57.37,"KinopoiskClassification":42.09,"RuReviewsClassification":56.71,"RuSciBenchGRNTIClassification":49.18,"RuSciBenchOECDClassification":39.55,"MassiveIntentClassification (ru)":58.02,"MassiveScenarioClassification (ru)":62.31}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.27,"GeoreviewClassification":38.05,"HeadlineClassification":67.64,"InappropriatenessClassification":58.27,"KinopoiskClassification":45.86,"RuReviewsClassification":58.34,"RuSciBenchGRNTIClassification":52.18,"RuSciBenchOECDClassification":40.11,"MassiveIntentClassification (ru)":49.1,"MassiveScenarioClassification (ru)":51.91}
44
  {"index":44,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":44.55,"GeoreviewClassification":33.45,"HeadlineClassification":57.65,"InappropriatenessClassification":54.5,"KinopoiskClassification":41.36,"RuReviewsClassification":49.56,"RuSciBenchGRNTIClassification":35.71,"RuSciBenchOECDClassification":26.51,"MassiveIntentClassification (ru)":50.1,"MassiveScenarioClassification (ru)":52.15}
45
+ {"index":65,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":40.89,"GeoreviewClassification":30.5,"HeadlineClassification":36.09,"InappropriatenessClassification":54.64,"KinopoiskClassification":41.23,"RuReviewsClassification":45.26,"RuSciBenchGRNTIClassification":30.37,"RuSciBenchOECDClassification":22.65,"MassiveIntentClassification (ru)":52.99,"MassiveScenarioClassification (ru)":54.26}
46
  {"index":17,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":38.84,"GeoreviewClassification":32.95,"HeadlineClassification":45.37,"InappropriatenessClassification":54.71,"KinopoiskClassification":36.31,"RuReviewsClassification":48.71,"RuSciBenchGRNTIClassification":24.06,"RuSciBenchOECDClassification":19.18,"MassiveIntentClassification (ru)":41.81,"MassiveScenarioClassification (ru)":46.46}
47
+ {"index":58,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":38.22,"GeoreviewClassification":32.09,"HeadlineClassification":44.38,"InappropriatenessClassification":53.71,"KinopoiskClassification":37.27,"RuReviewsClassification":47.99,"RuSciBenchGRNTIClassification":24.33,"RuSciBenchOECDClassification":18.45,"MassiveIntentClassification (ru)":40.62,"MassiveScenarioClassification (ru)":45.16}
48
+ {"index":56,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.0,"GeoreviewClassification":30.9,"HeadlineClassification":41.74,"InappropriatenessClassification":53.27,"KinopoiskClassification":34.67,"RuReviewsClassification":47.13,"RuSciBenchGRNTIClassification":20.87,"RuSciBenchOECDClassification":16.49,"MassiveIntentClassification (ru)":36.82,"MassiveScenarioClassification (ru)":42.08}
49
+ {"index":66,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":35.09,"GeoreviewClassification":28.08,"HeadlineClassification":28.25,"InappropriatenessClassification":52.74,"KinopoiskClassification":39.85,"RuReviewsClassification":41.19,"RuSciBenchGRNTIClassification":16.08,"RuSciBenchOECDClassification":12.1,"MassiveIntentClassification (ru)":47.61,"MassiveScenarioClassification (ru)":49.94}
50
  {"index":49,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.6,"GeoreviewClassification":29.03,"HeadlineClassification":34.62,"InappropriatenessClassification":52.6,"KinopoiskClassification":38.3,"RuReviewsClassification":44.29,"RuSciBenchGRNTIClassification":17.9,"RuSciBenchOECDClassification":14.1,"MassiveIntentClassification (ru)":40.19,"MassiveScenarioClassification (ru)":40.39}
51
  {"index":10,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":33.71,"GeoreviewClassification":28.64,"HeadlineClassification":33.56,"InappropriatenessClassification":51.81,"KinopoiskClassification":35.68,"RuReviewsClassification":44.62,"RuSciBenchGRNTIClassification":22.05,"RuSciBenchOECDClassification":16.53,"MassiveIntentClassification (ru)":32.31,"MassiveScenarioClassification (ru)":38.22}
52
+ {"index":72,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":32.24,"GeoreviewClassification":28.69,"HeadlineClassification":31.06,"InappropriatenessClassification":51.92,"KinopoiskClassification":37.39,"RuReviewsClassification":44.25,"RuSciBenchGRNTIClassification":19.29,"RuSciBenchOECDClassification":14.8,"MassiveIntentClassification (ru)":29.22,"MassiveScenarioClassification (ru)":33.56}
53
  {"index":9,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.96,"GeoreviewClassification":27.74,"HeadlineClassification":30.07,"InappropriatenessClassification":51.63,"KinopoiskClassification":35.58,"RuReviewsClassification":43.47,"RuSciBenchGRNTIClassification":17.34,"RuSciBenchOECDClassification":13.16,"MassiveIntentClassification (ru)":31.7,"MassiveScenarioClassification (ru)":36.99}
54
  {"index":12,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":29.63,"GeoreviewClassification":27.23,"HeadlineClassification":29.75,"InappropriatenessClassification":51.22,"KinopoiskClassification":35.31,"RuReviewsClassification":43.95,"RuSciBenchGRNTIClassification":13.96,"RuSciBenchOECDClassification":10.76,"MassiveIntentClassification (ru)":24.69,"MassiveScenarioClassification (ru)":29.84}
55
+ {"index":57,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":29.54,"GeoreviewClassification":28.65,"HeadlineClassification":29.77,"InappropriatenessClassification":52.5,"KinopoiskClassification":35.86,"RuReviewsClassification":43.2,"RuSciBenchGRNTIClassification":14.83,"RuSciBenchOECDClassification":11.64,"MassiveIntentClassification (ru)":22.51,"MassiveScenarioClassification (ru)":26.94}
56
+ {"index":79,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.82,"GeoreviewClassification":25.93,"HeadlineClassification":28.53,"InappropriatenessClassification":51.82,"KinopoiskClassification":34.18,"RuReviewsClassification":42.33,"RuSciBenchGRNTIClassification":13.29,"RuSciBenchOECDClassification":10.62,"MassiveIntentClassification (ru)":23.98,"MassiveScenarioClassification (ru)":28.71}
57
+ {"index":78,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.75,"GeoreviewClassification":27.08,"HeadlineClassification":27.77,"InappropriatenessClassification":51.73,"KinopoiskClassification":33.93,"RuReviewsClassification":41.79,"RuSciBenchGRNTIClassification":10.08,"RuSciBenchOECDClassification":8.3,"MassiveIntentClassification (ru)":27.58,"MassiveScenarioClassification (ru)":30.46}
58
+ {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.17,"GeoreviewClassification":27.81,"HeadlineClassification":29.8,"InappropriatenessClassification":51.95,"KinopoiskClassification":34.33,"RuReviewsClassification":41.31,"RuSciBenchGRNTIClassification":10.71,"RuSciBenchOECDClassification":9.01,"MassiveIntentClassification (ru)":21.3,"MassiveScenarioClassification (ru)":27.27}
59
+ {"index":77,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.15,"GeoreviewClassification":23.49,"HeadlineClassification":28.49,"InappropriatenessClassification":50.85,"KinopoiskClassification":34.17,"RuReviewsClassification":42.49,"RuSciBenchGRNTIClassification":10.49,"RuSciBenchOECDClassification":8.31,"MassiveIntentClassification (ru)":26.33,"MassiveScenarioClassification (ru)":28.75}
60
+ {"index":60,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.28,"GeoreviewClassification":27.15,"HeadlineClassification":28.01,"InappropriatenessClassification":51.46,"KinopoiskClassification":33.59,"RuReviewsClassification":39.68,"RuSciBenchGRNTIClassification":8.39,"RuSciBenchOECDClassification":7.24,"MassiveIntentClassification (ru)":13.65,"MassiveScenarioClassification (ru)":18.39}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":44.29,"MassiveScenarioClassification (ru)":51.84}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":67.46,"MassiveScenarioClassification (ru)":71.65}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":76.63,"MassiveScenarioClassification (ru)":80.52}
 
75
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":61.6}
76
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":27.14,"MassiveScenarioClassification (ru)":29.95}
77
  {"index":50,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":62.63,"MassiveScenarioClassification (ru)":67.96}
78
+ {"index":53,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
79
+ {"index":54,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
80
+ {"index":67,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":21.25,"HeadlineClassification":19.82,"InappropriatenessClassification":51.48,"KinopoiskClassification":"","RuReviewsClassification":33.7,"RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":7.62,"MassiveScenarioClassification (ru)":11.82}
81
+ {"index":71,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
82
+ {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
83
+ {"index":74,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
84
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85
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86
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87
+ {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":57.96,"MassiveScenarioClassification (ru)":65.41}
88
+ {"index":83,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":16.82,"MassiveScenarioClassification (ru)":25.85}
89
+ {"index":84,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":36.58,"MassiveScenarioClassification (ru)":43.44}
90
+ {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":14.82,"MassiveScenarioClassification (ru)":20.69}
91
+ {"index":88,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":17.32,"MassiveScenarioClassification (ru)":27.47}
92
+ {"index":89,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":33.46,"MassiveScenarioClassification (ru)":40.73}
93
+ {"index":93,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/llm_mse\">llm_mse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":2.65,"MassiveScenarioClassification (ru)":8.14}
94
+ {"index":94,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q3_K_S-GGUF\">multilingual-e5-large-instruct-Q3_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
95
+ {"index":95,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_0-GGUF\">multilingual-e5-large-instruct-Q5_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
96
+ {"index":96,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_K_M-GGUF\">multilingual-e5-large-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
all_data_tasks/37/default.jsonl CHANGED
@@ -2,13 +2,13 @@
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":66.37,"GeoreviewClusteringP2P":78.32,"RuSciBenchGRNTIClusteringP2P":65.19,"RuSciBenchOECDClusteringP2P":55.6}
3
  {"index":34,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.92,"GeoreviewClusteringP2P":77.21,"RuSciBenchGRNTIClusteringP2P":63.05,"RuSciBenchOECDClusteringP2P":54.49}
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":64.3,"GeoreviewClusteringP2P":77.46,"RuSciBenchGRNTIClusteringP2P":61.57,"RuSciBenchOECDClusteringP2P":53.88}
5
- {"index":57,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.24,"GeoreviewClusteringP2P":76.32,"RuSciBenchGRNTIClusteringP2P":62.27,"RuSciBenchOECDClusteringP2P":54.13}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":63.77,"GeoreviewClusteringP2P":74.9,"RuSciBenchGRNTIClusteringP2P":62.53,"RuSciBenchOECDClusteringP2P":53.89}
7
- {"index":61,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.13,"GeoreviewClusteringP2P":74.34,"RuSciBenchGRNTIClusteringP2P":62.21,"RuSciBenchOECDClusteringP2P":52.83}
8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.79,"GeoreviewClusteringP2P":61.38,"RuSciBenchGRNTIClusteringP2P":67.3,"RuSciBenchOECDClusteringP2P":56.69}
9
- {"index":66,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
10
- {"index":68,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
11
- {"index":95,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":57.83,"GeoreviewClusteringP2P":72.6,"RuSciBenchGRNTIClusteringP2P":54.17,"RuSciBenchOECDClusteringP2P":46.73}
12
  {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":57.57,"GeoreviewClusteringP2P":69.84,"RuSciBenchGRNTIClusteringP2P":55.65,"RuSciBenchOECDClusteringP2P":47.23}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":56.6,"GeoreviewClusteringP2P":64.4,"RuSciBenchGRNTIClusteringP2P":56.95,"RuSciBenchOECDClusteringP2P":48.45}
14
  {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":56.29,"GeoreviewClusteringP2P":72.23,"RuSciBenchGRNTIClusteringP2P":52.22,"RuSciBenchOECDClusteringP2P":44.42}
@@ -18,24 +18,24 @@
18
  {"index":26,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.67,"GeoreviewClusteringP2P":63.4,"RuSciBenchGRNTIClusteringP2P":55.66,"RuSciBenchOECDClusteringP2P":47.96}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.28,"GeoreviewClusteringP2P":60.28,"RuSciBenchGRNTIClusteringP2P":56.83,"RuSciBenchOECDClusteringP2P":48.73}
20
  {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":54.14,"GeoreviewClusteringP2P":63.53,"RuSciBenchGRNTIClusteringP2P":53.76,"RuSciBenchOECDClusteringP2P":45.13}
21
- {"index":88,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.93,"GeoreviewClusteringP2P":64.55,"RuSciBenchGRNTIClusteringP2P":51.69,"RuSciBenchOECDClusteringP2P":45.56}
22
  {"index":18,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":53.79,"GeoreviewClusteringP2P":61.06,"RuSciBenchGRNTIClusteringP2P":53.84,"RuSciBenchOECDClusteringP2P":46.46}
23
  {"index":47,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":53.66,"GeoreviewClusteringP2P":62.94,"RuSciBenchGRNTIClusteringP2P":53.11,"RuSciBenchOECDClusteringP2P":44.93}
24
  {"index":46,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.26,"GeoreviewClusteringP2P":63.41,"RuSciBenchGRNTIClusteringP2P":51.5,"RuSciBenchOECDClusteringP2P":44.87}
25
- {"index":96,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":52.74,"GeoreviewClusteringP2P":63.89,"RuSciBenchGRNTIClusteringP2P":50.18,"RuSciBenchOECDClusteringP2P":44.16}
26
  {"index":11,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":52.38,"GeoreviewClusteringP2P":63.09,"RuSciBenchGRNTIClusteringP2P":50.83,"RuSciBenchOECDClusteringP2P":43.21}
27
- {"index":60,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.23,"GeoreviewClusteringP2P":59.59,"RuSciBenchGRNTIClusteringP2P":51.98,"RuSciBenchOECDClusteringP2P":45.12}
28
- {"index":67,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.35,"GeoreviewClusteringP2P":58.16,"RuSciBenchGRNTIClusteringP2P":50.78,"RuSciBenchOECDClusteringP2P":45.11}
29
- {"index":62,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.35,"GeoreviewClusteringP2P":58.57,"RuSciBenchGRNTIClusteringP2P":51.14,"RuSciBenchOECDClusteringP2P":44.33}
30
  {"index":37,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.29,"GeoreviewClusteringP2P":57.07,"RuSciBenchGRNTIClusteringP2P":51.44,"RuSciBenchOECDClusteringP2P":45.36}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.43,"GeoreviewClusteringP2P":57.12,"RuSciBenchGRNTIClusteringP2P":49.7,"RuSciBenchOECDClusteringP2P":44.48}
32
- {"index":59,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.27,"GeoreviewClusteringP2P":54.46,"RuSciBenchGRNTIClusteringP2P":51.56,"RuSciBenchOECDClusteringP2P":44.79}
33
- {"index":89,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":49.62,"GeoreviewClusteringP2P":59.71,"RuSciBenchGRNTIClusteringP2P":48.1,"RuSciBenchOECDClusteringP2P":41.06}
34
- {"index":84,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":49.18,"GeoreviewClusteringP2P":56.18,"RuSciBenchGRNTIClusteringP2P":48.47,"RuSciBenchOECDClusteringP2P":42.9}
35
- {"index":83,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.76,"GeoreviewClusteringP2P":53.37,"RuSciBenchGRNTIClusteringP2P":48.22,"RuSciBenchOECDClusteringP2P":41.68}
36
- {"index":74,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.74,"GeoreviewClusteringP2P":52.19,"RuSciBenchGRNTIClusteringP2P":49.07,"RuSciBenchOECDClusteringP2P":41.97}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.84,"GeoreviewClusteringP2P":51.89,"RuSciBenchGRNTIClusteringP2P":47.48,"RuSciBenchOECDClusteringP2P":41.16}
38
- {"index":90,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":44.35,"GeoreviewClusteringP2P":51.65,"RuSciBenchGRNTIClusteringP2P":42.83,"RuSciBenchOECDClusteringP2P":38.58}
39
  {"index":22,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.13,"GeoreviewClusteringP2P":41.82,"RuSciBenchGRNTIClusteringP2P":46.29,"RuSciBenchOECDClusteringP2P":41.28}
40
  {"index":48,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.92,"GeoreviewClusteringP2P":58.79,"RuSciBenchGRNTIClusteringP2P":36.66,"RuSciBenchOECDClusteringP2P":33.31}
41
  {"index":45,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":39.11,"GeoreviewClusteringP2P":41.58,"RuSciBenchGRNTIClusteringP2P":39.78,"RuSciBenchOECDClusteringP2P":35.98}
@@ -43,21 +43,21 @@
43
  {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":30.76,"GeoreviewClusteringP2P":34.4,"RuSciBenchGRNTIClusteringP2P":29.89,"RuSciBenchOECDClusteringP2P":27.98}
44
  {"index":21,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.91,"GeoreviewClusteringP2P":28.77,"RuSciBenchGRNTIClusteringP2P":28.29,"RuSciBenchOECDClusteringP2P":26.67}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":23.77,"GeoreviewClusteringP2P":27.27,"RuSciBenchGRNTIClusteringP2P":23.4,"RuSciBenchOECDClusteringP2P":20.64}
46
- {"index":63,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":22.46,"GeoreviewClusteringP2P":26.01,"RuSciBenchGRNTIClusteringP2P":22.15,"RuSciBenchOECDClusteringP2P":19.23}
47
- {"index":56,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":21.99,"GeoreviewClusteringP2P":27.6,"RuSciBenchGRNTIClusteringP2P":20.36,"RuSciBenchOECDClusteringP2P":18.0}
48
- {"index":54,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.24,"GeoreviewClusteringP2P":23.27,"RuSciBenchGRNTIClusteringP2P":18.28,"RuSciBenchOECDClusteringP2P":16.16}
49
  {"index":10,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":18.95,"GeoreviewClusteringP2P":21.87,"RuSciBenchGRNTIClusteringP2P":19.01,"RuSciBenchOECDClusteringP2P":15.98}
50
- {"index":70,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":17.82,"GeoreviewClusteringP2P":22.34,"RuSciBenchGRNTIClusteringP2P":16.46,"RuSciBenchOECDClusteringP2P":14.67}
51
  {"index":9,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":17.6,"GeoreviewClusteringP2P":23.09,"RuSciBenchGRNTIClusteringP2P":15.54,"RuSciBenchOECDClusteringP2P":14.16}
52
  {"index":12,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":15.84,"GeoreviewClusteringP2P":21.15,"RuSciBenchGRNTIClusteringP2P":14.22,"RuSciBenchOECDClusteringP2P":12.15}
53
- {"index":77,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":15.83,"GeoreviewClusteringP2P":20.33,"RuSciBenchGRNTIClusteringP2P":14.66,"RuSciBenchOECDClusteringP2P":12.49}
54
- {"index":55,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.59,"GeoreviewClusteringP2P":18.26,"RuSciBenchGRNTIClusteringP2P":14.85,"RuSciBenchOECDClusteringP2P":13.66}
55
  {"index":49,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":15.39,"GeoreviewClusteringP2P":16.68,"RuSciBenchGRNTIClusteringP2P":15.63,"RuSciBenchOECDClusteringP2P":13.86}
56
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.72,"GeoreviewClusteringP2P":17.46,"RuSciBenchGRNTIClusteringP2P":14.34,"RuSciBenchOECDClusteringP2P":12.36}
57
- {"index":75,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.87,"GeoreviewClusteringP2P":20.76,"RuSciBenchGRNTIClusteringP2P":10.65,"RuSciBenchOECDClusteringP2P":10.19}
58
- {"index":58,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.81,"GeoreviewClusteringP2P":17.95,"RuSciBenchGRNTIClusteringP2P":12.29,"RuSciBenchOECDClusteringP2P":11.19}
59
- {"index":76,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.3,"GeoreviewClusteringP2P":20.25,"RuSciBenchGRNTIClusteringP2P":10.21,"RuSciBenchOECDClusteringP2P":9.44}
60
- {"index":64,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":12.46,"GeoreviewClusteringP2P":18.84,"RuSciBenchGRNTIClusteringP2P":9.23,"RuSciBenchOECDClusteringP2P":9.31}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
@@ -66,18 +66,18 @@
66
  {"index":32,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
67
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
68
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
69
- {"index":51,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
70
- {"index":52,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
71
- {"index":65,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":14.71,"RuSciBenchGRNTIClusteringP2P":7.13,"RuSciBenchOECDClusteringP2P":""}
72
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
73
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
74
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
75
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
76
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
77
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
78
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
79
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
80
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
81
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
82
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
83
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
 
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":66.37,"GeoreviewClusteringP2P":78.32,"RuSciBenchGRNTIClusteringP2P":65.19,"RuSciBenchOECDClusteringP2P":55.6}
3
  {"index":34,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.92,"GeoreviewClusteringP2P":77.21,"RuSciBenchGRNTIClusteringP2P":63.05,"RuSciBenchOECDClusteringP2P":54.49}
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":64.3,"GeoreviewClusteringP2P":77.46,"RuSciBenchGRNTIClusteringP2P":61.57,"RuSciBenchOECDClusteringP2P":53.88}
5
+ {"index":59,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.24,"GeoreviewClusteringP2P":76.32,"RuSciBenchGRNTIClusteringP2P":62.27,"RuSciBenchOECDClusteringP2P":54.13}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":63.77,"GeoreviewClusteringP2P":74.9,"RuSciBenchGRNTIClusteringP2P":62.53,"RuSciBenchOECDClusteringP2P":53.89}
7
+ {"index":63,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.13,"GeoreviewClusteringP2P":74.34,"RuSciBenchGRNTIClusteringP2P":62.21,"RuSciBenchOECDClusteringP2P":52.83}
8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.79,"GeoreviewClusteringP2P":61.38,"RuSciBenchGRNTIClusteringP2P":67.3,"RuSciBenchOECDClusteringP2P":56.69}
9
+ {"index":68,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
10
+ {"index":70,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
11
+ {"index":97,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":57.83,"GeoreviewClusteringP2P":72.6,"RuSciBenchGRNTIClusteringP2P":54.17,"RuSciBenchOECDClusteringP2P":46.73}
12
  {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":57.57,"GeoreviewClusteringP2P":69.84,"RuSciBenchGRNTIClusteringP2P":55.65,"RuSciBenchOECDClusteringP2P":47.23}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":56.6,"GeoreviewClusteringP2P":64.4,"RuSciBenchGRNTIClusteringP2P":56.95,"RuSciBenchOECDClusteringP2P":48.45}
14
  {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":56.29,"GeoreviewClusteringP2P":72.23,"RuSciBenchGRNTIClusteringP2P":52.22,"RuSciBenchOECDClusteringP2P":44.42}
 
18
  {"index":26,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.67,"GeoreviewClusteringP2P":63.4,"RuSciBenchGRNTIClusteringP2P":55.66,"RuSciBenchOECDClusteringP2P":47.96}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.28,"GeoreviewClusteringP2P":60.28,"RuSciBenchGRNTIClusteringP2P":56.83,"RuSciBenchOECDClusteringP2P":48.73}
20
  {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":54.14,"GeoreviewClusteringP2P":63.53,"RuSciBenchGRNTIClusteringP2P":53.76,"RuSciBenchOECDClusteringP2P":45.13}
21
+ {"index":90,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.93,"GeoreviewClusteringP2P":64.55,"RuSciBenchGRNTIClusteringP2P":51.69,"RuSciBenchOECDClusteringP2P":45.56}
22
  {"index":18,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":53.79,"GeoreviewClusteringP2P":61.06,"RuSciBenchGRNTIClusteringP2P":53.84,"RuSciBenchOECDClusteringP2P":46.46}
23
  {"index":47,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":53.66,"GeoreviewClusteringP2P":62.94,"RuSciBenchGRNTIClusteringP2P":53.11,"RuSciBenchOECDClusteringP2P":44.93}
24
  {"index":46,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.26,"GeoreviewClusteringP2P":63.41,"RuSciBenchGRNTIClusteringP2P":51.5,"RuSciBenchOECDClusteringP2P":44.87}
25
+ {"index":98,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":52.74,"GeoreviewClusteringP2P":63.89,"RuSciBenchGRNTIClusteringP2P":50.18,"RuSciBenchOECDClusteringP2P":44.16}
26
  {"index":11,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":52.38,"GeoreviewClusteringP2P":63.09,"RuSciBenchGRNTIClusteringP2P":50.83,"RuSciBenchOECDClusteringP2P":43.21}
27
+ {"index":62,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.23,"GeoreviewClusteringP2P":59.59,"RuSciBenchGRNTIClusteringP2P":51.98,"RuSciBenchOECDClusteringP2P":45.12}
28
+ {"index":69,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.35,"GeoreviewClusteringP2P":58.16,"RuSciBenchGRNTIClusteringP2P":50.78,"RuSciBenchOECDClusteringP2P":45.11}
29
+ {"index":64,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.35,"GeoreviewClusteringP2P":58.57,"RuSciBenchGRNTIClusteringP2P":51.14,"RuSciBenchOECDClusteringP2P":44.33}
30
  {"index":37,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.29,"GeoreviewClusteringP2P":57.07,"RuSciBenchGRNTIClusteringP2P":51.44,"RuSciBenchOECDClusteringP2P":45.36}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.43,"GeoreviewClusteringP2P":57.12,"RuSciBenchGRNTIClusteringP2P":49.7,"RuSciBenchOECDClusteringP2P":44.48}
32
+ {"index":61,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.27,"GeoreviewClusteringP2P":54.46,"RuSciBenchGRNTIClusteringP2P":51.56,"RuSciBenchOECDClusteringP2P":44.79}
33
+ {"index":91,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":49.62,"GeoreviewClusteringP2P":59.71,"RuSciBenchGRNTIClusteringP2P":48.1,"RuSciBenchOECDClusteringP2P":41.06}
34
+ {"index":86,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":49.18,"GeoreviewClusteringP2P":56.18,"RuSciBenchGRNTIClusteringP2P":48.47,"RuSciBenchOECDClusteringP2P":42.9}
35
+ {"index":85,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.76,"GeoreviewClusteringP2P":53.37,"RuSciBenchGRNTIClusteringP2P":48.22,"RuSciBenchOECDClusteringP2P":41.68}
36
+ {"index":76,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.74,"GeoreviewClusteringP2P":52.19,"RuSciBenchGRNTIClusteringP2P":49.07,"RuSciBenchOECDClusteringP2P":41.97}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.84,"GeoreviewClusteringP2P":51.89,"RuSciBenchGRNTIClusteringP2P":47.48,"RuSciBenchOECDClusteringP2P":41.16}
38
+ {"index":92,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":44.35,"GeoreviewClusteringP2P":51.65,"RuSciBenchGRNTIClusteringP2P":42.83,"RuSciBenchOECDClusteringP2P":38.58}
39
  {"index":22,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.13,"GeoreviewClusteringP2P":41.82,"RuSciBenchGRNTIClusteringP2P":46.29,"RuSciBenchOECDClusteringP2P":41.28}
40
  {"index":48,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.92,"GeoreviewClusteringP2P":58.79,"RuSciBenchGRNTIClusteringP2P":36.66,"RuSciBenchOECDClusteringP2P":33.31}
41
  {"index":45,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":39.11,"GeoreviewClusteringP2P":41.58,"RuSciBenchGRNTIClusteringP2P":39.78,"RuSciBenchOECDClusteringP2P":35.98}
 
43
  {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":30.76,"GeoreviewClusteringP2P":34.4,"RuSciBenchGRNTIClusteringP2P":29.89,"RuSciBenchOECDClusteringP2P":27.98}
44
  {"index":21,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.91,"GeoreviewClusteringP2P":28.77,"RuSciBenchGRNTIClusteringP2P":28.29,"RuSciBenchOECDClusteringP2P":26.67}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":23.77,"GeoreviewClusteringP2P":27.27,"RuSciBenchGRNTIClusteringP2P":23.4,"RuSciBenchOECDClusteringP2P":20.64}
46
+ {"index":65,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":22.46,"GeoreviewClusteringP2P":26.01,"RuSciBenchGRNTIClusteringP2P":22.15,"RuSciBenchOECDClusteringP2P":19.23}
47
+ {"index":58,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":21.99,"GeoreviewClusteringP2P":27.6,"RuSciBenchGRNTIClusteringP2P":20.36,"RuSciBenchOECDClusteringP2P":18.0}
48
+ {"index":56,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.24,"GeoreviewClusteringP2P":23.27,"RuSciBenchGRNTIClusteringP2P":18.28,"RuSciBenchOECDClusteringP2P":16.16}
49
  {"index":10,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":18.95,"GeoreviewClusteringP2P":21.87,"RuSciBenchGRNTIClusteringP2P":19.01,"RuSciBenchOECDClusteringP2P":15.98}
50
+ {"index":72,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":17.82,"GeoreviewClusteringP2P":22.34,"RuSciBenchGRNTIClusteringP2P":16.46,"RuSciBenchOECDClusteringP2P":14.67}
51
  {"index":9,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":17.6,"GeoreviewClusteringP2P":23.09,"RuSciBenchGRNTIClusteringP2P":15.54,"RuSciBenchOECDClusteringP2P":14.16}
52
  {"index":12,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":15.84,"GeoreviewClusteringP2P":21.15,"RuSciBenchGRNTIClusteringP2P":14.22,"RuSciBenchOECDClusteringP2P":12.15}
53
+ {"index":79,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":15.83,"GeoreviewClusteringP2P":20.33,"RuSciBenchGRNTIClusteringP2P":14.66,"RuSciBenchOECDClusteringP2P":12.49}
54
+ {"index":57,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.59,"GeoreviewClusteringP2P":18.26,"RuSciBenchGRNTIClusteringP2P":14.85,"RuSciBenchOECDClusteringP2P":13.66}
55
  {"index":49,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":15.39,"GeoreviewClusteringP2P":16.68,"RuSciBenchGRNTIClusteringP2P":15.63,"RuSciBenchOECDClusteringP2P":13.86}
56
+ {"index":55,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.72,"GeoreviewClusteringP2P":17.46,"RuSciBenchGRNTIClusteringP2P":14.34,"RuSciBenchOECDClusteringP2P":12.36}
57
+ {"index":77,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.87,"GeoreviewClusteringP2P":20.76,"RuSciBenchGRNTIClusteringP2P":10.65,"RuSciBenchOECDClusteringP2P":10.19}
58
+ {"index":60,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.81,"GeoreviewClusteringP2P":17.95,"RuSciBenchGRNTIClusteringP2P":12.29,"RuSciBenchOECDClusteringP2P":11.19}
59
+ {"index":78,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.3,"GeoreviewClusteringP2P":20.25,"RuSciBenchGRNTIClusteringP2P":10.21,"RuSciBenchOECDClusteringP2P":9.44}
60
+ {"index":66,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":12.46,"GeoreviewClusteringP2P":18.84,"RuSciBenchGRNTIClusteringP2P":9.23,"RuSciBenchOECDClusteringP2P":9.31}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
 
66
  {"index":32,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
67
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
68
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
69
+ {"index":53,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
70
+ {"index":54,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
71
+ {"index":67,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":14.71,"RuSciBenchGRNTIClusteringP2P":7.13,"RuSciBenchOECDClusteringP2P":""}
72
+ {"index":71,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
73
+ {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
74
+ {"index":74,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
75
+ {"index":75,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
76
+ {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
77
+ {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
78
+ {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
79
+ {"index":83,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
80
+ {"index":84,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
81
+ {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
82
+ {"index":88,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
83
+ {"index":89,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
all_data_tasks/38/default.jsonl CHANGED
@@ -2,9 +2,9 @@
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"TERRa":67.61}
3
  {"index":35,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","TERRa":66.46}
4
  {"index":47,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":65.07}
5
- {"index":84,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":64.57}
6
- {"index":61,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":63.89}
7
- {"index":57,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"TERRa":60.81}
8
  {"index":36,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":60.79}
9
  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"TERRa":60.65}
10
  {"index":11,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":60.6}
@@ -12,27 +12,27 @@
12
  {"index":46,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":59.76}
13
  {"index":22,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":59.12}
14
  {"index":23,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"TERRa":58.93}
15
- {"index":66,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"TERRa":58.73}
16
- {"index":68,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"TERRa":58.73}
17
  {"index":19,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"TERRa":58.61}
18
- {"index":83,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":58.56}
19
- {"index":60,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":58.42}
20
- {"index":95,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"TERRa":58.08}
21
- {"index":88,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":57.81}
22
  {"index":26,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":57.71}
23
  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"TERRa":56.67}
24
  {"index":48,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":56.49}
25
  {"index":2,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"TERRa":56.43}
26
- {"index":89,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"TERRa":56.27}
27
- {"index":74,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":55.71}
28
  {"index":43,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":55.61}
29
  {"index":24,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":55.57}
30
- {"index":62,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":55.14}
31
- {"index":67,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","TERRa":55.14}
32
  {"index":25,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":55.06}
33
- {"index":59,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":54.98}
34
- {"index":90,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"TERRa":54.56}
35
- {"index":96,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"TERRa":53.73}
36
  {"index":21,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":53.17}
37
  {"index":20,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":53.02}
38
  {"index":0,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"TERRa":52.68}
@@ -41,23 +41,23 @@
41
  {"index":45,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"TERRa":51.87}
42
  {"index":3,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"TERRa":51.48}
43
  {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"TERRa":51.06}
44
- {"index":63,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"TERRa":50.86}
45
  {"index":49,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":50.83}
46
  {"index":38,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":50.17}
47
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48
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49
  {"index":17,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"TERRa":47.68}
50
  {"index":10,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":47.55}
51
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52
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53
  {"index":9,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":47.12}
54
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55
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56
- {"index":75,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":46.4}
57
- {"index":70,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"TERRa":46.32}
58
- {"index":76,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":45.03}
59
- {"index":65,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"TERRa":44.8}
60
- {"index":77,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":44.52}
61
  {"index":12,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"TERRa":44.15}
62
  {"index":4,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","TERRa":""}
63
  {"index":7,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"TERRa":""}
@@ -67,17 +67,17 @@
67
  {"index":32,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"TERRa":""}
68
  {"index":41,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"TERRa":""}
69
  {"index":42,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":""}
70
- {"index":51,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"TERRa":""}
71
- {"index":52,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
72
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"TERRa":""}
73
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
74
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":""}
75
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
76
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
77
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","TERRa":""}
78
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"TERRa":""}
79
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
80
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
81
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
82
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
83
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
 
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"TERRa":67.61}
3
  {"index":35,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","TERRa":66.46}
4
  {"index":47,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":65.07}
5
+ {"index":86,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":64.57}
6
+ {"index":63,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":63.89}
7
+ {"index":59,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"TERRa":60.81}
8
  {"index":36,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":60.79}
9
  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"TERRa":60.65}
10
  {"index":11,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":60.6}
 
12
  {"index":46,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":59.76}
13
  {"index":22,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":59.12}
14
  {"index":23,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"TERRa":58.93}
15
+ {"index":68,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"TERRa":58.73}
16
+ {"index":70,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"TERRa":58.73}
17
  {"index":19,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"TERRa":58.61}
18
+ {"index":85,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":58.56}
19
+ {"index":62,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":58.42}
20
+ {"index":97,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"TERRa":58.08}
21
+ {"index":90,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":57.81}
22
  {"index":26,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":57.71}
23
  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"TERRa":56.67}
24
  {"index":48,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":56.49}
25
  {"index":2,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"TERRa":56.43}
26
+ {"index":91,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"TERRa":56.27}
27
+ {"index":76,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":55.71}
28
  {"index":43,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":55.61}
29
  {"index":24,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":55.57}
30
+ {"index":64,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":55.14}
31
+ {"index":69,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","TERRa":55.14}
32
  {"index":25,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":55.06}
33
+ {"index":61,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":54.98}
34
+ {"index":92,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"TERRa":54.56}
35
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36
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43
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44
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45
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47
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48
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49
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50
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51
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53
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56
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57
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58
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59
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60
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61
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62
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63
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67
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68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
+ {"index":83,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
80
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81
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82
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83
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all_data_tasks/39/default.jsonl CHANGED
@@ -2,55 +2,55 @@
2
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3
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4
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8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.94,"RuBQReranking":76.66,"MIRACLReranking (ru)":61.21}
9
  {"index":47,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":68.72,"RuBQReranking":73.08,"MIRACLReranking (ru)":64.35}
10
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11
  {"index":18,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RuBQReranking":71.12,"MIRACLReranking (ru)":61.22}
12
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15
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16
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18
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23
- {"index":68,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.82,"RuBQReranking":65.57,"MIRACLReranking (ru)":42.07}
24
- {"index":66,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.82,"RuBQReranking":65.57,"MIRACLReranking (ru)":42.07}
25
- {"index":84,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":51.22,"RuBQReranking":58.77,"MIRACLReranking (ru)":43.66}
26
- {"index":83,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.34,"RuBQReranking":52.8,"MIRACLReranking (ru)":39.88}
27
- {"index":74,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.03,"RuBQReranking":55.13,"MIRACLReranking (ru)":28.92}
28
  {"index":43,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.84,"RuBQReranking":54.83,"MIRACLReranking (ru)":28.86}
29
  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":40.56,"RuBQReranking":56.14,"MIRACLReranking (ru)":24.99}
30
  {"index":17,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":39.78,"RuBQReranking":51.31,"MIRACLReranking (ru)":28.25}
31
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32
  {"index":10,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":36.81,"RuBQReranking":47.66,"MIRACLReranking (ru)":25.96}
33
- {"index":56,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":34.72,"RuBQReranking":47.84,"MIRACLReranking (ru)":21.61}
34
  {"index":9,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.47,"RuBQReranking":44.52,"MIRACLReranking (ru)":22.42}
35
  {"index":38,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":32.8,"RuBQReranking":46.81,"MIRACLReranking (ru)":18.8}
36
  {"index":45,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":30.95,"RuBQReranking":46.09,"MIRACLReranking (ru)":15.81}
37
- {"index":54,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.68,"RuBQReranking":45.35,"MIRACLReranking (ru)":16.0}
38
- {"index":75,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.46,"RuBQReranking":38.51,"MIRACLReranking (ru)":18.42}
39
  {"index":20,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.84,"RuBQReranking":42.58,"MIRACLReranking (ru)":13.09}
40
  {"index":21,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.46,"RuBQReranking":41.65,"MIRACLReranking (ru)":13.27}
41
  {"index":12,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.09,"RuBQReranking":38.37,"MIRACLReranking (ru)":15.81}
42
  {"index":22,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.83,"RuBQReranking":39.89,"MIRACLReranking (ru)":13.77}
43
- {"index":70,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":24.44,"RuBQReranking":34.13,"MIRACLReranking (ru)":14.74}
44
  {"index":48,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":23.68,"RuBQReranking":34.01,"MIRACLReranking (ru)":13.36}
45
  {"index":44,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":21.26,"RuBQReranking":35.44,"MIRACLReranking (ru)":7.08}
46
- {"index":55,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.67,"RuBQReranking":30.83,"MIRACLReranking (ru)":10.52}
47
- {"index":77,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":20.4,"RuBQReranking":30.96,"MIRACLReranking (ru)":9.85}
48
  {"index":49,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.34,"RuBQReranking":30.66,"MIRACLReranking (ru)":8.03}
49
- {"index":76,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":15.86,"RuBQReranking":27.05,"MIRACLReranking (ru)":4.67}
50
- {"index":63,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":15.15,"RuBQReranking":23.18,"MIRACLReranking (ru)":7.12}
51
- {"index":53,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.24,"RuBQReranking":21.8,"MIRACLReranking (ru)":6.67}
52
- {"index":58,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":10.42,"RuBQReranking":17.63,"MIRACLReranking (ru)":3.22}
53
- {"index":64,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":9.32,"RuBQReranking":15.98,"MIRACLReranking (ru)":2.65}
54
  {"index":0,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RuBQReranking":67.85,"MIRACLReranking (ru)":""}
55
  {"index":1,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RuBQReranking":72.6,"MIRACLReranking (ru)":""}
56
  {"index":2,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RuBQReranking":70.59,"MIRACLReranking (ru)":""}
@@ -63,21 +63,21 @@
63
  {"index":32,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
64
  {"index":41,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
65
  {"index":42,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
66
- {"index":51,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
67
- {"index":52,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
68
- {"index":65,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RuBQReranking":18.6,"MIRACLReranking (ru)":""}
69
- {"index":67,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RuBQReranking":71.45,"MIRACLReranking (ru)":""}
70
- {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
71
- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
72
- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
73
- {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
74
- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
75
- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
76
- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
77
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
78
- {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
79
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
80
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
81
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
82
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83
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2
  {"index":34,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":70.46,"RuBQReranking":77.24,"MIRACLReranking (ru)":63.67}
3
  {"index":19,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":70.07,"RuBQReranking":75.26,"MIRACLReranking (ru)":64.88}
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":69.99,"RuBQReranking":75.75,"MIRACLReranking (ru)":64.23}
5
+ {"index":59,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.96,"RuBQReranking":76.32,"MIRACLReranking (ru)":63.61}
6
  {"index":11,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.7,"RuBQReranking":74.03,"MIRACLReranking (ru)":65.38}
7
+ {"index":62,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":69.66,"RuBQReranking":75.6,"MIRACLReranking (ru)":63.71}
8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.94,"RuBQReranking":76.66,"MIRACLReranking (ru)":61.21}
9
  {"index":47,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":68.72,"RuBQReranking":73.08,"MIRACLReranking (ru)":64.35}
10
+ {"index":61,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.24,"RuBQReranking":72.01,"MIRACLReranking (ru)":60.47}
11
  {"index":18,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RuBQReranking":71.12,"MIRACLReranking (ru)":61.22}
12
+ {"index":64,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.28,"RuBQReranking":71.45,"MIRACLReranking (ru)":59.12}
13
  {"index":6,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":64.54,"RuBQReranking":74.13,"MIRACLReranking (ru)":54.95}
14
+ {"index":63,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":64.34,"RuBQReranking":71.66,"MIRACLReranking (ru)":57.03}
15
  {"index":36,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.89,"RuBQReranking":70.87,"MIRACLReranking (ru)":56.91}
16
  {"index":25,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":63.74,"RuBQReranking":70.23,"MIRACLReranking (ru)":57.25}
17
  {"index":26,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":63.16,"RuBQReranking":69.77,"MIRACLReranking (ru)":56.55}
18
+ {"index":90,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.04,"RuBQReranking":68.65,"MIRACLReranking (ru)":57.44}
19
  {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.81,"RuBQReranking":70.28,"MIRACLReranking (ru)":55.34}
20
  {"index":24,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":62.3,"RuBQReranking":68.48,"MIRACLReranking (ru)":56.11}
21
  {"index":46,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.58,"RuBQReranking":64.42,"MIRACLReranking (ru)":46.75}
22
+ {"index":91,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":54.94,"RuBQReranking":62.15,"MIRACLReranking (ru)":47.73}
23
+ {"index":70,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.82,"RuBQReranking":65.57,"MIRACLReranking (ru)":42.07}
24
+ {"index":68,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.82,"RuBQReranking":65.57,"MIRACLReranking (ru)":42.07}
25
+ {"index":86,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":51.22,"RuBQReranking":58.77,"MIRACLReranking (ru)":43.66}
26
+ {"index":85,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.34,"RuBQReranking":52.8,"MIRACLReranking (ru)":39.88}
27
+ {"index":76,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.03,"RuBQReranking":55.13,"MIRACLReranking (ru)":28.92}
28
  {"index":43,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.84,"RuBQReranking":54.83,"MIRACLReranking (ru)":28.86}
29
  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":40.56,"RuBQReranking":56.14,"MIRACLReranking (ru)":24.99}
30
  {"index":17,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":39.78,"RuBQReranking":51.31,"MIRACLReranking (ru)":28.25}
31
+ {"index":92,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":38.56,"RuBQReranking":47.69,"MIRACLReranking (ru)":29.44}
32
  {"index":10,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":36.81,"RuBQReranking":47.66,"MIRACLReranking (ru)":25.96}
33
+ {"index":58,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":34.72,"RuBQReranking":47.84,"MIRACLReranking (ru)":21.61}
34
  {"index":9,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.47,"RuBQReranking":44.52,"MIRACLReranking (ru)":22.42}
35
  {"index":38,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":32.8,"RuBQReranking":46.81,"MIRACLReranking (ru)":18.8}
36
  {"index":45,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":30.95,"RuBQReranking":46.09,"MIRACLReranking (ru)":15.81}
37
+ {"index":56,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.68,"RuBQReranking":45.35,"MIRACLReranking (ru)":16.0}
38
+ {"index":77,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.46,"RuBQReranking":38.51,"MIRACLReranking (ru)":18.42}
39
  {"index":20,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.84,"RuBQReranking":42.58,"MIRACLReranking (ru)":13.09}
40
  {"index":21,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.46,"RuBQReranking":41.65,"MIRACLReranking (ru)":13.27}
41
  {"index":12,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.09,"RuBQReranking":38.37,"MIRACLReranking (ru)":15.81}
42
  {"index":22,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.83,"RuBQReranking":39.89,"MIRACLReranking (ru)":13.77}
43
+ {"index":72,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":24.44,"RuBQReranking":34.13,"MIRACLReranking (ru)":14.74}
44
  {"index":48,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":23.68,"RuBQReranking":34.01,"MIRACLReranking (ru)":13.36}
45
  {"index":44,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":21.26,"RuBQReranking":35.44,"MIRACLReranking (ru)":7.08}
46
+ {"index":57,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.67,"RuBQReranking":30.83,"MIRACLReranking (ru)":10.52}
47
+ {"index":79,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":20.4,"RuBQReranking":30.96,"MIRACLReranking (ru)":9.85}
48
  {"index":49,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.34,"RuBQReranking":30.66,"MIRACLReranking (ru)":8.03}
49
+ {"index":78,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":15.86,"RuBQReranking":27.05,"MIRACLReranking (ru)":4.67}
50
+ {"index":65,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":15.15,"RuBQReranking":23.18,"MIRACLReranking (ru)":7.12}
51
+ {"index":55,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.24,"RuBQReranking":21.8,"MIRACLReranking (ru)":6.67}
52
+ {"index":60,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":10.42,"RuBQReranking":17.63,"MIRACLReranking (ru)":3.22}
53
+ {"index":66,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":9.32,"RuBQReranking":15.98,"MIRACLReranking (ru)":2.65}
54
  {"index":0,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RuBQReranking":67.85,"MIRACLReranking (ru)":""}
55
  {"index":1,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RuBQReranking":72.6,"MIRACLReranking (ru)":""}
56
  {"index":2,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RuBQReranking":70.59,"MIRACLReranking (ru)":""}
 
63
  {"index":32,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
64
  {"index":41,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
65
  {"index":42,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
66
+ {"index":53,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
67
+ {"index":54,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
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80
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81
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82
+ {"index":97,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","RuBQReranking":75.19,"MIRACLReranking (ru)":""}
83
+ {"index":98,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RuBQReranking":66.0,"MIRACLReranking (ru)":""}
all_data_tasks/4/default.jsonl CHANGED
The diff for this file is too large to render. See raw diff
 
all_data_tasks/40/default.jsonl CHANGED
@@ -2,46 +2,46 @@
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":76.0,"RiaNewsRetrieval":88.02,"RuBQRetrieval":71.54,"MIRACLRetrieval (ru)":68.43}
3
  {"index":23,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.79,"RiaNewsRetrieval":82.76,"RuBQRetrieval":76.31,"MIRACLRetrieval (ru)":68.3}
4
  {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":74.79,"RiaNewsRetrieval":82.99,"RuBQRetrieval":71.22,"MIRACLRetrieval (ru)":70.16}
5
- {"index":57,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.19,"RiaNewsRetrieval":78.94,"RuBQRetrieval":75.98,"MIRACLRetrieval (ru)":67.66}
6
- {"index":60,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":74.04,"RiaNewsRetrieval":80.67,"RuBQRetrieval":74.13,"MIRACLRetrieval (ru)":67.33}
7
  {"index":47,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.63,"RiaNewsRetrieval":83.53,"RuBQRetrieval":70.03,"MIRACLRetrieval (ru)":67.33}
8
- {"index":61,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":68.23,"RiaNewsRetrieval":82.44,"RuBQRetrieval":69.18,"MIRACLRetrieval (ru)":53.08}
9
  {"index":39,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.08,"RiaNewsRetrieval":71.65,"RuBQRetrieval":73.66,"MIRACLRetrieval (ru)":58.92}
10
- {"index":59,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.14,"RiaNewsRetrieval":70.24,"RuBQRetrieval":69.58,"MIRACLRetrieval (ru)":61.6}
11
  {"index":25,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.92,"RiaNewsRetrieval":78.17,"RuBQRetrieval":67.98,"MIRACLRetrieval (ru)":54.6}
12
  {"index":36,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.51,"RiaNewsRetrieval":78.86,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":53.91}
13
  {"index":26,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.17,"RiaNewsRetrieval":77.42,"RuBQRetrieval":67.75,"MIRACLRetrieval (ru)":53.33}
14
  {"index":24,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.13,"RiaNewsRetrieval":79.42,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":52.21}
15
- {"index":62,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.85,"RiaNewsRetrieval":70.0,"RuBQRetrieval":68.53,"MIRACLRetrieval (ru)":59.01}
16
- {"index":88,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.68,"RiaNewsRetrieval":69.36,"RuBQRetrieval":65.71,"MIRACLRetrieval (ru)":55.97}
17
  {"index":46,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.14,"RiaNewsRetrieval":77.72,"RuBQRetrieval":56.86,"MIRACLRetrieval (ru)":33.84}
18
- {"index":89,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":46.69,"RiaNewsRetrieval":51.27,"RuBQRetrieval":51.73,"MIRACLRetrieval (ru)":37.07}
19
- {"index":84,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.22,"RiaNewsRetrieval":51.75,"RuBQRetrieval":37.04,"MIRACLRetrieval (ru)":22.87}
20
- {"index":83,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.16,"RiaNewsRetrieval":44.82,"RuBQRetrieval":29.7,"MIRACLRetrieval (ru)":18.96}
21
- {"index":74,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.88,"RiaNewsRetrieval":42.75,"RuBQRetrieval":30.02,"MIRACLRetrieval (ru)":10.86}
22
  {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":24.78,"RiaNewsRetrieval":34.73,"RuBQRetrieval":29.03,"MIRACLRetrieval (ru)":10.58}
23
  {"index":10,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.29,"RiaNewsRetrieval":29.09,"RuBQRetrieval":21.05,"MIRACLRetrieval (ru)":10.73}
24
  {"index":37,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":19.13,"RiaNewsRetrieval":21.4,"RuBQRetrieval":29.8,"MIRACLRetrieval (ru)":6.2}
25
- {"index":90,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":18.96,"RiaNewsRetrieval":23.85,"RuBQRetrieval":21.04,"MIRACLRetrieval (ru)":11.99}
26
- {"index":56,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.03,"RiaNewsRetrieval":17.66,"RuBQRetrieval":21.29,"MIRACLRetrieval (ru)":6.14}
27
  {"index":9,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":12.96,"RiaNewsRetrieval":19.6,"RuBQRetrieval":13.27,"MIRACLRetrieval (ru)":6.02}
28
- {"index":54,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":11.48,"RiaNewsRetrieval":14.82,"RuBQRetrieval":16.23,"MIRACLRetrieval (ru)":3.39}
29
- {"index":75,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":9.18,"RiaNewsRetrieval":15.65,"RuBQRetrieval":8.84,"MIRACLRetrieval (ru)":3.04}
30
  {"index":45,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":8.89,"RiaNewsRetrieval":13.92,"RuBQRetrieval":10.87,"MIRACLRetrieval (ru)":1.89}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":8.51,"RiaNewsRetrieval":11.11,"RuBQRetrieval":12.45,"MIRACLRetrieval (ru)":1.98}
32
- {"index":70,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":7.78,"RiaNewsRetrieval":12.92,"RuBQRetrieval":6.7,"MIRACLRetrieval (ru)":3.73}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":7.09,"RiaNewsRetrieval":6.72,"RuBQRetrieval":12.63,"MIRACLRetrieval (ru)":1.92}
34
  {"index":12,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":7.06,"RiaNewsRetrieval":10.58,"RuBQRetrieval":8.17,"MIRACLRetrieval (ru)":2.42}
35
  {"index":48,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":6.0,"RiaNewsRetrieval":4.84,"RuBQRetrieval":10.15,"MIRACLRetrieval (ru)":3.02}
36
  {"index":20,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.71,"RiaNewsRetrieval":4.14,"RuBQRetrieval":10.6,"MIRACLRetrieval (ru)":2.39}
37
  {"index":21,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.33,"RiaNewsRetrieval":5.58,"RuBQRetrieval":9.52,"MIRACLRetrieval (ru)":0.88}
38
- {"index":55,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":3.52,"RiaNewsRetrieval":4.39,"RuBQRetrieval":4.69,"MIRACLRetrieval (ru)":1.49}
39
- {"index":77,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":2.95,"RiaNewsRetrieval":3.32,"RuBQRetrieval":4.75,"MIRACLRetrieval (ru)":0.77}
40
  {"index":49,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":2.32,"RiaNewsRetrieval":2.94,"RuBQRetrieval":3.12,"MIRACLRetrieval (ru)":0.89}
41
  {"index":44,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":1.54,"RiaNewsRetrieval":0.79,"RuBQRetrieval":3.24,"MIRACLRetrieval (ru)":0.58}
42
- {"index":53,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":1.37,"RiaNewsRetrieval":2.03,"RuBQRetrieval":1.74,"MIRACLRetrieval (ru)":0.34}
43
- {"index":76,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":1.23,"RiaNewsRetrieval":0.67,"RuBQRetrieval":2.64,"MIRACLRetrieval (ru)":0.39}
44
- {"index":58,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":1.01,"RiaNewsRetrieval":1.35,"RuBQRetrieval":1.48,"MIRACLRetrieval (ru)":0.21}
45
  {"index":0,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
46
  {"index":2,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
47
  {"index":3,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
@@ -59,25 +59,27 @@
59
  {"index":34,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","RiaNewsRetrieval":81.14,"RuBQRetrieval":77.16,"MIRACLRetrieval (ru)":""}
60
  {"index":41,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
61
  {"index":42,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
62
- {"index":51,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":48.26}
63
- {"index":52,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":52.35}
64
- {"index":63,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":1.3,"RuBQRetrieval":0.91,"MIRACLRetrieval (ru)":""}
65
- {"index":64,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":0.16,"RuBQRetrieval":0.19,"MIRACLRetrieval (ru)":""}
66
- {"index":65,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RiaNewsRetrieval":0.01,"RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
67
- {"index":66,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
68
- {"index":67,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RiaNewsRetrieval":70.01,"RuBQRetrieval":68.53,"MIRACLRetrieval (ru)":""}
69
- {"index":68,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
70
- {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
71
- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
72
- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
73
- {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
74
- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
75
- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
76
- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
77
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
78
- {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
79
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
80
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
81
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
82
- {"index":95,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":72.32,"MIRACLRetrieval (ru)":""}
83
- {"index":96,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":60.1,"MIRACLRetrieval (ru)":""}
 
 
 
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":76.0,"RiaNewsRetrieval":88.02,"RuBQRetrieval":71.54,"MIRACLRetrieval (ru)":68.43}
3
  {"index":23,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.79,"RiaNewsRetrieval":82.76,"RuBQRetrieval":76.31,"MIRACLRetrieval (ru)":68.3}
4
  {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":74.79,"RiaNewsRetrieval":82.99,"RuBQRetrieval":71.22,"MIRACLRetrieval (ru)":70.16}
5
+ {"index":59,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.19,"RiaNewsRetrieval":78.94,"RuBQRetrieval":75.98,"MIRACLRetrieval (ru)":67.66}
6
+ {"index":62,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":74.04,"RiaNewsRetrieval":80.67,"RuBQRetrieval":74.13,"MIRACLRetrieval (ru)":67.33}
7
  {"index":47,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.63,"RiaNewsRetrieval":83.53,"RuBQRetrieval":70.03,"MIRACLRetrieval (ru)":67.33}
8
+ {"index":63,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":68.23,"RiaNewsRetrieval":82.44,"RuBQRetrieval":69.18,"MIRACLRetrieval (ru)":53.08}
9
  {"index":39,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.08,"RiaNewsRetrieval":71.65,"RuBQRetrieval":73.66,"MIRACLRetrieval (ru)":58.92}
10
+ {"index":61,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.14,"RiaNewsRetrieval":70.24,"RuBQRetrieval":69.58,"MIRACLRetrieval (ru)":61.6}
11
  {"index":25,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.92,"RiaNewsRetrieval":78.17,"RuBQRetrieval":67.98,"MIRACLRetrieval (ru)":54.6}
12
  {"index":36,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.51,"RiaNewsRetrieval":78.86,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":53.91}
13
  {"index":26,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.17,"RiaNewsRetrieval":77.42,"RuBQRetrieval":67.75,"MIRACLRetrieval (ru)":53.33}
14
  {"index":24,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.13,"RiaNewsRetrieval":79.42,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":52.21}
15
+ {"index":64,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.85,"RiaNewsRetrieval":70.0,"RuBQRetrieval":68.53,"MIRACLRetrieval (ru)":59.01}
16
+ {"index":90,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.68,"RiaNewsRetrieval":69.36,"RuBQRetrieval":65.71,"MIRACLRetrieval (ru)":55.97}
17
  {"index":46,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.14,"RiaNewsRetrieval":77.72,"RuBQRetrieval":56.86,"MIRACLRetrieval (ru)":33.84}
18
+ {"index":91,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":46.69,"RiaNewsRetrieval":51.27,"RuBQRetrieval":51.73,"MIRACLRetrieval (ru)":37.07}
19
+ {"index":86,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.22,"RiaNewsRetrieval":51.75,"RuBQRetrieval":37.04,"MIRACLRetrieval (ru)":22.87}
20
+ {"index":85,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.16,"RiaNewsRetrieval":44.82,"RuBQRetrieval":29.7,"MIRACLRetrieval (ru)":18.96}
21
+ {"index":76,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.88,"RiaNewsRetrieval":42.75,"RuBQRetrieval":30.02,"MIRACLRetrieval (ru)":10.86}
22
  {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":24.78,"RiaNewsRetrieval":34.73,"RuBQRetrieval":29.03,"MIRACLRetrieval (ru)":10.58}
23
  {"index":10,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.29,"RiaNewsRetrieval":29.09,"RuBQRetrieval":21.05,"MIRACLRetrieval (ru)":10.73}
24
  {"index":37,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":19.13,"RiaNewsRetrieval":21.4,"RuBQRetrieval":29.8,"MIRACLRetrieval (ru)":6.2}
25
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26
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27
  {"index":9,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":12.96,"RiaNewsRetrieval":19.6,"RuBQRetrieval":13.27,"MIRACLRetrieval (ru)":6.02}
28
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29
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30
  {"index":45,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":8.89,"RiaNewsRetrieval":13.92,"RuBQRetrieval":10.87,"MIRACLRetrieval (ru)":1.89}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":8.51,"RiaNewsRetrieval":11.11,"RuBQRetrieval":12.45,"MIRACLRetrieval (ru)":1.98}
32
+ {"index":72,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":7.78,"RiaNewsRetrieval":12.92,"RuBQRetrieval":6.7,"MIRACLRetrieval (ru)":3.73}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":7.09,"RiaNewsRetrieval":6.72,"RuBQRetrieval":12.63,"MIRACLRetrieval (ru)":1.92}
34
  {"index":12,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":7.06,"RiaNewsRetrieval":10.58,"RuBQRetrieval":8.17,"MIRACLRetrieval (ru)":2.42}
35
  {"index":48,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":6.0,"RiaNewsRetrieval":4.84,"RuBQRetrieval":10.15,"MIRACLRetrieval (ru)":3.02}
36
  {"index":20,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.71,"RiaNewsRetrieval":4.14,"RuBQRetrieval":10.6,"MIRACLRetrieval (ru)":2.39}
37
  {"index":21,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.33,"RiaNewsRetrieval":5.58,"RuBQRetrieval":9.52,"MIRACLRetrieval (ru)":0.88}
38
+ {"index":57,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":3.52,"RiaNewsRetrieval":4.39,"RuBQRetrieval":4.69,"MIRACLRetrieval (ru)":1.49}
39
+ {"index":79,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":2.95,"RiaNewsRetrieval":3.32,"RuBQRetrieval":4.75,"MIRACLRetrieval (ru)":0.77}
40
  {"index":49,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":2.32,"RiaNewsRetrieval":2.94,"RuBQRetrieval":3.12,"MIRACLRetrieval (ru)":0.89}
41
  {"index":44,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":1.54,"RiaNewsRetrieval":0.79,"RuBQRetrieval":3.24,"MIRACLRetrieval (ru)":0.58}
42
+ {"index":55,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":1.37,"RiaNewsRetrieval":2.03,"RuBQRetrieval":1.74,"MIRACLRetrieval (ru)":0.34}
43
+ {"index":78,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":1.23,"RiaNewsRetrieval":0.67,"RuBQRetrieval":2.64,"MIRACLRetrieval (ru)":0.39}
44
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45
  {"index":0,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
46
  {"index":2,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
47
  {"index":3,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
 
59
  {"index":34,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","RiaNewsRetrieval":81.14,"RuBQRetrieval":77.16,"MIRACLRetrieval (ru)":""}
60
  {"index":41,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
61
  {"index":42,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
62
+ {"index":51,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q4_K_M-GGUF\">granite-embedding-278m-multilingual-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":52.35}
63
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64
+ {"index":53,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":48.26}
65
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66
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67
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68
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69
+ {"index":68,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
70
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71
+ {"index":70,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
72
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73
+ {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
74
+ {"index":74,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
75
+ {"index":75,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
76
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77
+ {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
78
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79
+ {"index":83,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
80
+ {"index":84,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
81
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82
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83
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84
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85
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all_data_tasks/41/default.jsonl CHANGED
@@ -1,33 +1,33 @@
1
  {"index":47,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":76.75,"RUParaPhraserSTS":76.36,"RuSTSBenchmarkSTS":83.35,"STS22 (ru)":70.55}
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3
- {"index":66,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":76.03,"RUParaPhraserSTS":76.77,"RuSTSBenchmarkSTS":86.22,"STS22 (ru)":65.09}
4
- {"index":68,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":76.03,"RUParaPhraserSTS":76.77,"RuSTSBenchmarkSTS":86.22,"STS22 (ru)":65.09}
5
  {"index":6,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":75.03,"RUParaPhraserSTS":77.45,"RuSTSBenchmarkSTS":83.82,"STS22 (ru)":63.82}
6
  {"index":23,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":74.63,"RUParaPhraserSTS":74.37,"RuSTSBenchmarkSTS":81.07,"STS22 (ru)":68.45}
7
  {"index":46,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.35,"RUParaPhraserSTS":73.07,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":68.06}
8
  {"index":35,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.34,"RUParaPhraserSTS":78.09,"RuSTSBenchmarkSTS":81.4,"STS22 (ru)":63.54}
9
  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.31,"RUParaPhraserSTS":75.99,"RuSTSBenchmarkSTS":84.57,"STS22 (ru)":62.38}
10
- {"index":88,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.1,"RUParaPhraserSTS":72.97,"RuSTSBenchmarkSTS":81.77,"STS22 (ru)":67.57}
11
  {"index":36,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":73.97,"RUParaPhraserSTS":76.16,"RuSTSBenchmarkSTS":78.69,"STS22 (ru)":67.06}
12
- {"index":57,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.71,"RUParaPhraserSTS":76.17,"RuSTSBenchmarkSTS":84.13,"STS22 (ru)":60.83}
13
  {"index":11,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.68,"RUParaPhraserSTS":74.9,"RuSTSBenchmarkSTS":79.87,"STS22 (ru)":66.26}
14
  {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":72.8,"RUParaPhraserSTS":71.11,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":65.39}
15
- {"index":89,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":71.73,"RUParaPhraserSTS":72.15,"RuSTSBenchmarkSTS":78.48,"STS22 (ru)":64.56}
16
  {"index":26,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.7,"RUParaPhraserSTS":68.53,"RuSTSBenchmarkSTS":78.44,"STS22 (ru)":68.12}
17
- {"index":60,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.62,"RUParaPhraserSTS":71.82,"RuSTSBenchmarkSTS":83.15,"STS22 (ru)":59.89}
18
  {"index":5,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":71.35,"RUParaPhraserSTS":73.65,"RuSTSBenchmarkSTS":80.03,"STS22 (ru)":60.37}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.18,"RUParaPhraserSTS":68.33,"RuSTSBenchmarkSTS":77.85,"STS22 (ru)":67.35}
20
  {"index":25,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":70.68,"RUParaPhraserSTS":68.14,"RuSTSBenchmarkSTS":76.87,"STS22 (ru)":67.03}
21
  {"index":39,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":70.29,"RUParaPhraserSTS":70.47,"RuSTSBenchmarkSTS":79.3,"STS22 (ru)":61.11}
22
- {"index":59,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":70.16,"RUParaPhraserSTS":70.17,"RuSTSBenchmarkSTS":79.64,"STS22 (ru)":60.67}
23
  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":69.96,"RUParaPhraserSTS":69.33,"RuSTSBenchmarkSTS":77.15,"STS22 (ru)":63.39}
24
- {"index":62,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
25
- {"index":67,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
26
- {"index":84,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.98,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":82.46,"STS22 (ru)":58.74}
27
- {"index":90,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":68.04,"RUParaPhraserSTS":67.02,"RuSTSBenchmarkSTS":82.6,"STS22 (ru)":54.51}
28
- {"index":83,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RUParaPhraserSTS":61.87,"RuSTSBenchmarkSTS":79.55,"STS22 (ru)":57.08}
29
  {"index":43,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.91,"RUParaPhraserSTS":65.87,"RuSTSBenchmarkSTS":73.32,"STS22 (ru)":58.53}
30
- {"index":74,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.52,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":73.34,"STS22 (ru)":57.49}
31
  {"index":37,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":64.4,"RUParaPhraserSTS":65.17,"RuSTSBenchmarkSTS":71.22,"STS22 (ru)":56.82}
32
  {"index":45,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":62.98,"RUParaPhraserSTS":65.14,"RuSTSBenchmarkSTS":69.43,"STS22 (ru)":54.38}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.18,"RUParaPhraserSTS":66.24,"RuSTSBenchmarkSTS":66.03,"STS22 (ru)":51.27}
@@ -35,23 +35,23 @@
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.2,"RUParaPhraserSTS":55.01,"RuSTSBenchmarkSTS":61.72,"STS22 (ru)":51.87}
36
  {"index":48,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.39,"RUParaPhraserSTS":54.03,"RuSTSBenchmarkSTS":58.47,"STS22 (ru)":47.67}
37
  {"index":44,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":53.15,"RUParaPhraserSTS":53.41,"RuSTSBenchmarkSTS":58.16,"STS22 (ru)":47.88}
38
- {"index":56,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":51.02,"RUParaPhraserSTS":54.89,"RuSTSBenchmarkSTS":63.79,"STS22 (ru)":34.37}
39
  {"index":17,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":47.86,"RUParaPhraserSTS":48.32,"RuSTSBenchmarkSTS":58.74,"STS22 (ru)":36.52}
40
- {"index":54,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.98,"RUParaPhraserSTS":54.96,"RuSTSBenchmarkSTS":64.35,"STS22 (ru)":21.62}
41
- {"index":70,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.88,"RUParaPhraserSTS":51.29,"RuSTSBenchmarkSTS":57.12,"STS22 (ru)":32.23}
42
  {"index":21,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.22,"RUParaPhraserSTS":49.72,"RuSTSBenchmarkSTS":53.95,"STS22 (ru)":34.98}
43
  {"index":10,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":44.87,"RUParaPhraserSTS":49.11,"RuSTSBenchmarkSTS":60.33,"STS22 (ru)":25.18}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.0,"RUParaPhraserSTS":48.39,"RuSTSBenchmarkSTS":55.64,"STS22 (ru)":24.96}
45
- {"index":63,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":42.15,"RUParaPhraserSTS":39.08,"RuSTSBenchmarkSTS":44.22,"STS22 (ru)":43.14}
46
  {"index":9,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.54,"RUParaPhraserSTS":48.73,"RuSTSBenchmarkSTS":59.7,"STS22 (ru)":16.18}
47
- {"index":55,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":40.4,"RUParaPhraserSTS":46.38,"RuSTSBenchmarkSTS":53.27,"STS22 (ru)":21.54}
48
  {"index":12,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":39.99,"RUParaPhraserSTS":44.65,"RuSTSBenchmarkSTS":57.44,"STS22 (ru)":17.88}
49
- {"index":76,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":38.07,"RUParaPhraserSTS":43.93,"RuSTSBenchmarkSTS":55.56,"STS22 (ru)":14.72}
50
- {"index":77,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.89,"RUParaPhraserSTS":42.15,"RuSTSBenchmarkSTS":55.68,"STS22 (ru)":15.83}
51
- {"index":75,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.66,"RUParaPhraserSTS":45.47,"RuSTSBenchmarkSTS":56.33,"STS22 (ru)":11.19}
52
- {"index":53,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.01,"RUParaPhraserSTS":39.12,"RuSTSBenchmarkSTS":51.35,"STS22 (ru)":8.56}
53
- {"index":64,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":30.37,"RUParaPhraserSTS":29.73,"RuSTSBenchmarkSTS":32.6,"STS22 (ru)":28.77}
54
- {"index":58,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":30.08,"RUParaPhraserSTS":31.9,"RuSTSBenchmarkSTS":40.23,"STS22 (ru)":18.1}
55
  {"index":0,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RUParaPhraserSTS":64.5,"RuSTSBenchmarkSTS":69.33,"STS22 (ru)":""}
56
  {"index":1,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RUParaPhraserSTS":65.57,"RuSTSBenchmarkSTS":69.9,"STS22 (ru)":""}
57
  {"index":2,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RUParaPhraserSTS":69.05,"RuSTSBenchmarkSTS":81.77,"STS22 (ru)":""}
@@ -70,20 +70,20 @@
70
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  {"index":50,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.57}
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- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.93}
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- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":41.06}
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- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":1.11}
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- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":19.44}
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- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":52.4}
83
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":15.36}
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85
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":12.13}
86
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":14.21}
87
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":26.63}
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89
- {"index":96,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RUParaPhraserSTS":65.18,"RuSTSBenchmarkSTS":74.52,"STS22 (ru)":""}
 
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  {"index":47,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":76.75,"RUParaPhraserSTS":76.36,"RuSTSBenchmarkSTS":83.35,"STS22 (ru)":70.55}
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  {"index":6,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":75.03,"RUParaPhraserSTS":77.45,"RuSTSBenchmarkSTS":83.82,"STS22 (ru)":63.82}
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  {"index":23,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":74.63,"RUParaPhraserSTS":74.37,"RuSTSBenchmarkSTS":81.07,"STS22 (ru)":68.45}
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  {"index":46,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.35,"RUParaPhraserSTS":73.07,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":68.06}
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  {"index":35,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.34,"RUParaPhraserSTS":78.09,"RuSTSBenchmarkSTS":81.4,"STS22 (ru)":63.54}
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  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.31,"RUParaPhraserSTS":75.99,"RuSTSBenchmarkSTS":84.57,"STS22 (ru)":62.38}
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+ {"index":90,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.1,"RUParaPhraserSTS":72.97,"RuSTSBenchmarkSTS":81.77,"STS22 (ru)":67.57}
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  {"index":36,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":73.97,"RUParaPhraserSTS":76.16,"RuSTSBenchmarkSTS":78.69,"STS22 (ru)":67.06}
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+ {"index":59,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.71,"RUParaPhraserSTS":76.17,"RuSTSBenchmarkSTS":84.13,"STS22 (ru)":60.83}
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  {"index":11,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.68,"RUParaPhraserSTS":74.9,"RuSTSBenchmarkSTS":79.87,"STS22 (ru)":66.26}
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  {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":72.8,"RUParaPhraserSTS":71.11,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":65.39}
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+ {"index":91,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":71.73,"RUParaPhraserSTS":72.15,"RuSTSBenchmarkSTS":78.48,"STS22 (ru)":64.56}
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  {"index":26,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.7,"RUParaPhraserSTS":68.53,"RuSTSBenchmarkSTS":78.44,"STS22 (ru)":68.12}
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+ {"index":62,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.62,"RUParaPhraserSTS":71.82,"RuSTSBenchmarkSTS":83.15,"STS22 (ru)":59.89}
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  {"index":5,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":71.35,"RUParaPhraserSTS":73.65,"RuSTSBenchmarkSTS":80.03,"STS22 (ru)":60.37}
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  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.18,"RUParaPhraserSTS":68.33,"RuSTSBenchmarkSTS":77.85,"STS22 (ru)":67.35}
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  {"index":25,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":70.68,"RUParaPhraserSTS":68.14,"RuSTSBenchmarkSTS":76.87,"STS22 (ru)":67.03}
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  {"index":39,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":70.29,"RUParaPhraserSTS":70.47,"RuSTSBenchmarkSTS":79.3,"STS22 (ru)":61.11}
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+ {"index":61,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":70.16,"RUParaPhraserSTS":70.17,"RuSTSBenchmarkSTS":79.64,"STS22 (ru)":60.67}
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  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":69.96,"RUParaPhraserSTS":69.33,"RuSTSBenchmarkSTS":77.15,"STS22 (ru)":63.39}
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+ {"index":64,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
25
+ {"index":69,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
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+ {"index":86,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.98,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":82.46,"STS22 (ru)":58.74}
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+ {"index":92,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":68.04,"RUParaPhraserSTS":67.02,"RuSTSBenchmarkSTS":82.6,"STS22 (ru)":54.51}
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+ {"index":85,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RUParaPhraserSTS":61.87,"RuSTSBenchmarkSTS":79.55,"STS22 (ru)":57.08}
29
  {"index":43,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.91,"RUParaPhraserSTS":65.87,"RuSTSBenchmarkSTS":73.32,"STS22 (ru)":58.53}
30
+ {"index":76,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.52,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":73.34,"STS22 (ru)":57.49}
31
  {"index":37,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":64.4,"RUParaPhraserSTS":65.17,"RuSTSBenchmarkSTS":71.22,"STS22 (ru)":56.82}
32
  {"index":45,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":62.98,"RUParaPhraserSTS":65.14,"RuSTSBenchmarkSTS":69.43,"STS22 (ru)":54.38}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.18,"RUParaPhraserSTS":66.24,"RuSTSBenchmarkSTS":66.03,"STS22 (ru)":51.27}
 
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.2,"RUParaPhraserSTS":55.01,"RuSTSBenchmarkSTS":61.72,"STS22 (ru)":51.87}
36
  {"index":48,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.39,"RUParaPhraserSTS":54.03,"RuSTSBenchmarkSTS":58.47,"STS22 (ru)":47.67}
37
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all_data_tasks/42/default.jsonl CHANGED
@@ -3,62 +3,62 @@
3
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19
  {"index":47,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":36.18,"CEDRClassification":45.48,"SensitiveTopicsClassification":26.88}
20
  {"index":26,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":36.1,"CEDRClassification":42.16,"SensitiveTopicsClassification":30.05}
21
- {"index":60,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":36.01,"CEDRClassification":44.84,"SensitiveTopicsClassification":27.17}
22
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23
- {"index":59,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":33.65,"CEDRClassification":42.32,"SensitiveTopicsClassification":24.98}
24
- {"index":96,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":33.29,"CEDRClassification":39.38,"SensitiveTopicsClassification":27.2}
25
  {"index":3,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":32.94,"CEDRClassification":39.15,"SensitiveTopicsClassification":26.74}
26
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27
  {"index":18,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":32.89,"CEDRClassification":38.5,"SensitiveTopicsClassification":27.29}
28
  {"index":37,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":32.67,"CEDRClassification":36.81,"SensitiveTopicsClassification":28.54}
29
- {"index":89,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":32.06,"CEDRClassification":38.95,"SensitiveTopicsClassification":25.16}
30
- {"index":62,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.99,"CEDRClassification":40.07,"SensitiveTopicsClassification":23.91}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":31.87,"CEDRClassification":35.84,"SensitiveTopicsClassification":27.9}
32
- {"index":67,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":31.44,"CEDRClassification":40.07,"SensitiveTopicsClassification":22.81}
33
- {"index":74,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.42,"CEDRClassification":40.61,"SensitiveTopicsClassification":22.23}
34
- {"index":83,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.3,"CEDRClassification":37.76,"SensitiveTopicsClassification":24.84}
35
  {"index":43,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.27,"CEDRClassification":40.75,"SensitiveTopicsClassification":21.79}
36
  {"index":1,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":31.2,"CEDRClassification":36.17,"SensitiveTopicsClassification":26.23}
37
  {"index":0,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":30.98,"CEDRClassification":37.56,"SensitiveTopicsClassification":24.41}
38
  {"index":45,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":29.45,"CEDRClassification":36.87,"SensitiveTopicsClassification":22.03}
39
- {"index":90,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":29.42,"CEDRClassification":36.37,"SensitiveTopicsClassification":22.47}
40
  {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.32,"CEDRClassification":36.19,"SensitiveTopicsClassification":22.45}
41
  {"index":48,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.9,"CEDRClassification":34.14,"SensitiveTopicsClassification":23.67}
42
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43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.8,"CEDRClassification":35.55,"SensitiveTopicsClassification":20.05}
44
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45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":27.15,"CEDRClassification":35.56,"SensitiveTopicsClassification":18.73}
46
  {"index":12,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.1,"CEDRClassification":36.1,"SensitiveTopicsClassification":18.09}
47
  {"index":10,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.06,"CEDRClassification":36.15,"SensitiveTopicsClassification":17.97}
48
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49
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50
  {"index":21,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.2,"CEDRClassification":33.59,"SensitiveTopicsClassification":18.8}
51
- {"index":54,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.12,"CEDRClassification":34.11,"SensitiveTopicsClassification":18.14}
52
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53
  {"index":49,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.91,"CEDRClassification":33.96,"SensitiveTopicsClassification":17.86}
54
  {"index":9,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.84,"CEDRClassification":33.62,"SensitiveTopicsClassification":18.05}
55
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56
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57
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58
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59
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60
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61
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62
  {"index":4,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
63
  {"index":7,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
64
  {"index":8,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
@@ -67,17 +67,17 @@
67
  {"index":32,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
68
  {"index":41,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
69
  {"index":42,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
70
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71
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72
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73
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
74
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75
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76
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77
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78
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79
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80
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
81
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
82
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
83
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
 
3
  {"index":39,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":44.85,"CEDRClassification":59.69,"SensitiveTopicsClassification":30.01}
4
  {"index":6,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":44.27,"CEDRClassification":52.78,"SensitiveTopicsClassification":35.76}
5
  {"index":34,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":42.94,"CEDRClassification":51.74,"SensitiveTopicsClassification":34.15}
6
+ {"index":59,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":42.93,"CEDRClassification":51.94,"SensitiveTopicsClassification":33.92}
7
  {"index":23,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":41.96,"CEDRClassification":50.67,"SensitiveTopicsClassification":33.24}
8
+ {"index":63,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":41.15,"CEDRClassification":50.01,"SensitiveTopicsClassification":32.29}
9
+ {"index":97,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":39.37,"CEDRClassification":46.77,"SensitiveTopicsClassification":31.97}
10
+ {"index":68,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":38.97,"CEDRClassification":47.31,"SensitiveTopicsClassification":30.63}
11
+ {"index":70,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":38.97,"CEDRClassification":47.31,"SensitiveTopicsClassification":30.63}
12
  {"index":36,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":38.88,"CEDRClassification":44.69,"SensitiveTopicsClassification":33.07}
13
  {"index":2,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":38.63,"CEDRClassification":45.03,"SensitiveTopicsClassification":32.23}
14
  {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":38.25,"CEDRClassification":45.67,"SensitiveTopicsClassification":30.83}
15
  {"index":46,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":37.72,"CEDRClassification":46.78,"SensitiveTopicsClassification":28.65}
16
  {"index":25,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":37.68,"CEDRClassification":43.76,"SensitiveTopicsClassification":31.6}
17
+ {"index":90,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.93,"CEDRClassification":45.11,"SensitiveTopicsClassification":28.75}
18
  {"index":24,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":36.46,"CEDRClassification":43.3,"SensitiveTopicsClassification":29.62}
19
  {"index":47,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":36.18,"CEDRClassification":45.48,"SensitiveTopicsClassification":26.88}
20
  {"index":26,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":36.1,"CEDRClassification":42.16,"SensitiveTopicsClassification":30.05}
21
+ {"index":62,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":36.01,"CEDRClassification":44.84,"SensitiveTopicsClassification":27.17}
22
  {"index":11,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":34.86,"CEDRClassification":43.47,"SensitiveTopicsClassification":26.25}
23
+ {"index":61,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":33.65,"CEDRClassification":42.32,"SensitiveTopicsClassification":24.98}
24
+ {"index":98,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":33.29,"CEDRClassification":39.38,"SensitiveTopicsClassification":27.2}
25
  {"index":3,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":32.94,"CEDRClassification":39.15,"SensitiveTopicsClassification":26.74}
26
+ {"index":86,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":32.9,"CEDRClassification":39.98,"SensitiveTopicsClassification":25.83}
27
  {"index":18,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":32.89,"CEDRClassification":38.5,"SensitiveTopicsClassification":27.29}
28
  {"index":37,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":32.67,"CEDRClassification":36.81,"SensitiveTopicsClassification":28.54}
29
+ {"index":91,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":32.06,"CEDRClassification":38.95,"SensitiveTopicsClassification":25.16}
30
+ {"index":64,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.99,"CEDRClassification":40.07,"SensitiveTopicsClassification":23.91}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":31.87,"CEDRClassification":35.84,"SensitiveTopicsClassification":27.9}
32
+ {"index":69,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":31.44,"CEDRClassification":40.07,"SensitiveTopicsClassification":22.81}
33
+ {"index":76,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.42,"CEDRClassification":40.61,"SensitiveTopicsClassification":22.23}
34
+ {"index":85,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.3,"CEDRClassification":37.76,"SensitiveTopicsClassification":24.84}
35
  {"index":43,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.27,"CEDRClassification":40.75,"SensitiveTopicsClassification":21.79}
36
  {"index":1,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":31.2,"CEDRClassification":36.17,"SensitiveTopicsClassification":26.23}
37
  {"index":0,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":30.98,"CEDRClassification":37.56,"SensitiveTopicsClassification":24.41}
38
  {"index":45,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":29.45,"CEDRClassification":36.87,"SensitiveTopicsClassification":22.03}
39
+ {"index":92,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":29.42,"CEDRClassification":36.37,"SensitiveTopicsClassification":22.47}
40
  {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.32,"CEDRClassification":36.19,"SensitiveTopicsClassification":22.45}
41
  {"index":48,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.9,"CEDRClassification":34.14,"SensitiveTopicsClassification":23.67}
42
  {"index":44,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":27.96,"CEDRClassification":37.39,"SensitiveTopicsClassification":18.54}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.8,"CEDRClassification":35.55,"SensitiveTopicsClassification":20.05}
44
+ {"index":58,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.2,"CEDRClassification":35.55,"SensitiveTopicsClassification":18.85}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":27.15,"CEDRClassification":35.56,"SensitiveTopicsClassification":18.73}
46
  {"index":12,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.1,"CEDRClassification":36.1,"SensitiveTopicsClassification":18.09}
47
  {"index":10,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.06,"CEDRClassification":36.15,"SensitiveTopicsClassification":17.97}
48
+ {"index":79,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":26.9,"CEDRClassification":35.98,"SensitiveTopicsClassification":17.83}
49
+ {"index":72,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":26.44,"CEDRClassification":34.96,"SensitiveTopicsClassification":17.91}
50
  {"index":21,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.2,"CEDRClassification":33.59,"SensitiveTopicsClassification":18.8}
51
+ {"index":56,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.12,"CEDRClassification":34.11,"SensitiveTopicsClassification":18.14}
52
+ {"index":77,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.96,"CEDRClassification":33.86,"SensitiveTopicsClassification":18.05}
53
  {"index":49,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.91,"CEDRClassification":33.96,"SensitiveTopicsClassification":17.86}
54
  {"index":9,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.84,"CEDRClassification":33.62,"SensitiveTopicsClassification":18.05}
55
+ {"index":57,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":25.42,"CEDRClassification":33.15,"SensitiveTopicsClassification":17.69}
56
+ {"index":55,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.41,"CEDRClassification":33.32,"SensitiveTopicsClassification":17.5}
57
+ {"index":78,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.27,"CEDRClassification":32.72,"SensitiveTopicsClassification":17.82}
58
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59
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60
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61
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62
  {"index":4,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
63
  {"index":7,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
64
  {"index":8,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
 
67
  {"index":32,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
68
  {"index":41,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
69
  {"index":42,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
70
+ {"index":53,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
71
+ {"index":54,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
72
+ {"index":71,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
73
+ {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
74
+ {"index":74,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
75
+ {"index":75,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
76
+ {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
77
+ {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
78
+ {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
79
+ {"index":83,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
80
+ {"index":84,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
81
+ {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
82
+ {"index":88,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
83
+ {"index":89,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
all_data_tasks/45/default.jsonl CHANGED
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all_data_tasks/5/default.jsonl CHANGED
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all_data_tasks/51/default.jsonl CHANGED
@@ -1,53 +1,55 @@
1
- {"index":50,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/voyageai\/voyage-code-3\">voyage-code-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":85.51,"AppsRetrieval":93.62,"CodeFeedbackMT":93.58,"CodeFeedbackST":90.67,"CodeSearchNetCCRetrieval (go)":91.76,"CodeSearchNetCCRetrieval (java)":90.19,"CodeSearchNetCCRetrieval (javascript)":91.53,"CodeSearchNetCCRetrieval (php)":83.39,"CodeSearchNetCCRetrieval (python)":94.43,"CodeSearchNetCCRetrieval (ruby)":89.26,"CodeSearchNetRetrieval (go)":97.5,"CodeSearchNetRetrieval (java)":94.51,"CodeSearchNetRetrieval (javascript)":89.98,"CodeSearchNetRetrieval (php)":92.29,"CodeSearchNetRetrieval (python)":96.69,"CodeSearchNetRetrieval (ruby)":92.83,"CodeTransOceanContest":94.96,"CodeTransOceanDL":38.57,"CosQA":34.45,"StackOverflowQA":97.17,"SyntheticText2SQL":62.87}
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":77.41,"AppsRetrieval":73.03,"CodeFeedbackMT":66.69,"CodeFeedbackST":83.02,"CodeSearchNetCCRetrieval (go)":75.78,"CodeSearchNetCCRetrieval (java)":79.75,"CodeSearchNetCCRetrieval (javascript)":81.06,"CodeSearchNetCCRetrieval (php)":71.3,"CodeSearchNetCCRetrieval (python)":79.8,"CodeSearchNetCCRetrieval (ruby)":79.51,"CodeSearchNetRetrieval (go)":97.36,"CodeSearchNetRetrieval (java)":93.56,"CodeSearchNetRetrieval (javascript)":87.26,"CodeSearchNetRetrieval (php)":91.69,"CodeSearchNetRetrieval (python)":93.04,"CodeSearchNetRetrieval (ruby)":90.89,"CodeTransOceanContest":89.92,"CodeTransOceanDL":33.92,"CosQA":28.7,"StackOverflowQA":94.33,"SyntheticText2SQL":57.56}
3
  {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.86,"AppsRetrieval":35.13,"CodeFeedbackMT":50.64,"CodeFeedbackST":84.08,"CodeSearchNetCCRetrieval (go)":85.44,"CodeSearchNetCCRetrieval (java)":87.63,"CodeSearchNetCCRetrieval (javascript)":87.27,"CodeSearchNetCCRetrieval (php)":79.25,"CodeSearchNetCCRetrieval (python)":90.92,"CodeSearchNetCCRetrieval (ruby)":89.63,"CodeSearchNetRetrieval (go)":90.01,"CodeSearchNetRetrieval (java)":89.84,"CodeSearchNetRetrieval (javascript)":81.43,"CodeSearchNetRetrieval (php)":81.57,"CodeSearchNetRetrieval (python)":91.65,"CodeSearchNetRetrieval (ruby)":85.42,"CodeTransOceanContest":89.22,"CodeTransOceanDL":32.98,"CosQA":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL":60.39}
4
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5
- {"index":33,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.36,"AppsRetrieval":23.46,"CodeFeedbackMT":36.4,"CodeFeedbackST":76.41,"CodeSearchNetCCRetrieval (go)":84.05,"CodeSearchNetCCRetrieval (java)":86.21,"CodeSearchNetCCRetrieval (javascript)":86.18,"CodeSearchNetCCRetrieval (php)":75.95,"CodeSearchNetCCRetrieval (python)":90.6,"CodeSearchNetCCRetrieval (ruby)":85.89,"CodeSearchNetRetrieval (go)":93.06,"CodeSearchNetRetrieval (java)":84.08,"CodeSearchNetRetrieval (javascript)":80.93,"CodeSearchNetRetrieval (php)":83.14,"CodeSearchNetRetrieval (python)":91.75,"CodeSearchNetRetrieval (ruby)":85.37,"CodeTransOceanContest":88.58,"CodeTransOceanDL":31.74,"CosQA":33.1,"StackOverflowQA":91.02,"SyntheticText2SQL":59.2}
6
- {"index":37,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.81,"AppsRetrieval":34.89,"CodeFeedbackMT":39.87,"CodeFeedbackST":75.89,"CodeSearchNetCCRetrieval (go)":72.31,"CodeSearchNetCCRetrieval (java)":80.07,"CodeSearchNetCCRetrieval (javascript)":79.2,"CodeSearchNetCCRetrieval (php)":72.49,"CodeSearchNetCCRetrieval (python)":86.24,"CodeSearchNetCCRetrieval (ruby)":81.9,"CodeSearchNetRetrieval (go)":90.41,"CodeSearchNetRetrieval (java)":80.55,"CodeSearchNetRetrieval (javascript)":75.37,"CodeSearchNetRetrieval (php)":83.7,"CodeSearchNetRetrieval (python)":88.96,"CodeSearchNetRetrieval (ruby)":79.56,"CodeTransOceanContest":83.36,"CodeTransOceanDL":29.01,"CosQA":37.75,"StackOverflowQA":85.82,"SyntheticText2SQL":58.85}
7
- {"index":36,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.17,"AppsRetrieval":32.55,"CodeFeedbackMT":42.78,"CodeFeedbackST":74.26,"CodeSearchNetCCRetrieval (go)":72.08,"CodeSearchNetCCRetrieval (java)":78.65,"CodeSearchNetCCRetrieval (javascript)":77.67,"CodeSearchNetCCRetrieval (php)":72.21,"CodeSearchNetCCRetrieval (python)":84.45,"CodeSearchNetCCRetrieval (ruby)":81.94,"CodeSearchNetRetrieval (go)":91.8,"CodeSearchNetRetrieval (java)":82.05,"CodeSearchNetRetrieval (javascript)":75.54,"CodeSearchNetRetrieval (php)":84.5,"CodeSearchNetRetrieval (python)":89.42,"CodeSearchNetRetrieval (ruby)":81.43,"CodeTransOceanContest":74.03,"CodeTransOceanDL":31.28,"CosQA":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL":53.07}
8
  {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":68.66,"AppsRetrieval":28.39,"CodeFeedbackMT":57.66,"CodeFeedbackST":84.15,"CodeSearchNetCCRetrieval (go)":62.59,"CodeSearchNetCCRetrieval (java)":67.15,"CodeSearchNetCCRetrieval (javascript)":69.2,"CodeSearchNetCCRetrieval (php)":57.93,"CodeSearchNetCCRetrieval (python)":75.41,"CodeSearchNetCCRetrieval (ruby)":65.18,"CodeSearchNetRetrieval (go)":94.26,"CodeSearchNetRetrieval (java)":86.49,"CodeSearchNetRetrieval (javascript)":79.82,"CodeSearchNetRetrieval (php)":84.52,"CodeSearchNetRetrieval (python)":91.93,"CodeSearchNetRetrieval (ruby)":84.76,"CodeTransOceanContest":81.83,"CodeTransOceanDL":32.17,"CosQA":32.24,"StackOverflowQA":84.35,"SyntheticText2SQL":53.22}
9
  {"index":15,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.7,"AppsRetrieval":26.11,"CodeFeedbackMT":40.33,"CodeFeedbackST":78.07,"CodeSearchNetCCRetrieval (go)":62.02,"CodeSearchNetCCRetrieval (java)":67.75,"CodeSearchNetCCRetrieval (javascript)":69.09,"CodeSearchNetCCRetrieval (php)":52.44,"CodeSearchNetCCRetrieval (python)":70.38,"CodeSearchNetCCRetrieval (ruby)":65.21,"CodeSearchNetRetrieval (go)":93.28,"CodeSearchNetRetrieval (java)":84.03,"CodeSearchNetRetrieval (javascript)":81.47,"CodeSearchNetRetrieval (php)":83.39,"CodeSearchNetRetrieval (python)":92.26,"CodeSearchNetRetrieval (ruby)":85.94,"CodeTransOceanContest":83.52,"CodeTransOceanDL":32.93,"CosQA":34.31,"StackOverflowQA":92.28,"SyntheticText2SQL":59.29}
10
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11
  {"index":2,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":66.43,"AppsRetrieval":30.19,"CodeFeedbackMT":52.15,"CodeFeedbackST":82.57,"CodeSearchNetCCRetrieval (go)":59.7,"CodeSearchNetCCRetrieval (java)":60.42,"CodeSearchNetCCRetrieval (javascript)":63.28,"CodeSearchNetCCRetrieval (php)":49.08,"CodeSearchNetCCRetrieval (python)":70.64,"CodeSearchNetCCRetrieval (ruby)":61.95,"CodeSearchNetRetrieval (go)":91.95,"CodeSearchNetRetrieval (java)":85.39,"CodeSearchNetRetrieval (javascript)":78.19,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":91.17,"CodeSearchNetRetrieval (ruby)":84.58,"CodeTransOceanContest":77.71,"CodeTransOceanDL":29.84,"CosQA":31.74,"StackOverflowQA":91.02,"SyntheticText2SQL":55.6}
12
- {"index":52,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":65.8,"AppsRetrieval":17.01,"CodeFeedbackMT":60.48,"CodeFeedbackST":73.89,"CodeSearchNetCCRetrieval (go)":49.21,"CodeSearchNetCCRetrieval (java)":68.63,"CodeSearchNetCCRetrieval (javascript)":67.6,"CodeSearchNetCCRetrieval (php)":54.06,"CodeSearchNetCCRetrieval (python)":59.4,"CodeSearchNetCCRetrieval (ruby)":65.89,"CodeSearchNetRetrieval (go)":95.24,"CodeSearchNetRetrieval (java)":90.71,"CodeSearchNetRetrieval (javascript)":78.92,"CodeSearchNetRetrieval (php)":87.39,"CodeSearchNetRetrieval (python)":88.52,"CodeSearchNetRetrieval (ruby)":83.76,"CodeTransOceanContest":72.05,"CodeTransOceanDL":27.39,"CosQA":28.93,"StackOverflowQA":88.67,"SyntheticText2SQL":58.33}
13
- {"index":38,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.48,"AppsRetrieval":12.01,"CodeFeedbackMT":41.32,"CodeFeedbackST":72.67,"CodeSearchNetCCRetrieval (go)":69.66,"CodeSearchNetCCRetrieval (java)":75.58,"CodeSearchNetCCRetrieval (javascript)":77.6,"CodeSearchNetCCRetrieval (php)":69.38,"CodeSearchNetCCRetrieval (python)":80.75,"CodeSearchNetCCRetrieval (ruby)":72.75,"CodeSearchNetRetrieval (go)":90.3,"CodeSearchNetRetrieval (java)":74.96,"CodeSearchNetRetrieval (javascript)":69.53,"CodeSearchNetRetrieval (php)":80.28,"CodeSearchNetRetrieval (python)":86.31,"CodeSearchNetRetrieval (ruby)":76.58,"CodeTransOceanContest":69.76,"CodeTransOceanDL":32.3,"CosQA":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL":46.29}
14
  {"index":10,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":64.08,"AppsRetrieval":31.91,"CodeFeedbackMT":42.9,"CodeFeedbackST":74.19,"CodeSearchNetCCRetrieval (go)":46.68,"CodeSearchNetCCRetrieval (java)":60.47,"CodeSearchNetCCRetrieval (javascript)":60.54,"CodeSearchNetCCRetrieval (php)":49.65,"CodeSearchNetCCRetrieval (python)":66.39,"CodeSearchNetCCRetrieval (ruby)":61.72,"CodeSearchNetRetrieval (go)":92.42,"CodeSearchNetRetrieval (java)":80.11,"CodeSearchNetRetrieval (javascript)":76.56,"CodeSearchNetRetrieval (php)":84.47,"CodeSearchNetRetrieval (python)":89.87,"CodeSearchNetRetrieval (ruby)":81.6,"CodeTransOceanContest":70.25,"CodeTransOceanDL":30.14,"CosQA":32.58,"StackOverflowQA":89.42,"SyntheticText2SQL":59.79}
15
- {"index":32,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":63.33,"AppsRetrieval":14.18,"CodeFeedbackMT":47.83,"CodeFeedbackST":76.16,"CodeSearchNetCCRetrieval (go)":47.64,"CodeSearchNetCCRetrieval (java)":63.92,"CodeSearchNetCCRetrieval (javascript)":65.18,"CodeSearchNetCCRetrieval (php)":53.38,"CodeSearchNetCCRetrieval (python)":67.59,"CodeSearchNetCCRetrieval (ruby)":62.31,"CodeSearchNetRetrieval (go)":91.6,"CodeSearchNetRetrieval (java)":83.2,"CodeSearchNetRetrieval (javascript)":71.79,"CodeSearchNetRetrieval (php)":84.16,"CodeSearchNetRetrieval (python)":88.15,"CodeSearchNetRetrieval (ruby)":80.25,"CodeTransOceanContest":65.14,"CodeTransOceanDL":32.4,"CosQA":32.09,"StackOverflowQA":89.93,"SyntheticText2SQL":49.66}
16
- {"index":44,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.47,"AppsRetrieval":8.41,"CodeFeedbackMT":37.72,"CodeFeedbackST":69.32,"CodeSearchNetCCRetrieval (go)":61.44,"CodeSearchNetCCRetrieval (java)":68.88,"CodeSearchNetCCRetrieval (javascript)":67.99,"CodeSearchNetCCRetrieval (php)":59.22,"CodeSearchNetCCRetrieval (python)":71.83,"CodeSearchNetCCRetrieval (ruby)":66.42,"CodeSearchNetRetrieval (go)":88.25,"CodeSearchNetRetrieval (java)":65.11,"CodeSearchNetRetrieval (javascript)":65.58,"CodeSearchNetRetrieval (php)":74.47,"CodeSearchNetRetrieval (python)":81.01,"CodeSearchNetRetrieval (ruby)":74.53,"CodeTransOceanContest":70.58,"CodeTransOceanDL":29.45,"CosQA":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL":45.09}
17
  {"index":8,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":61.22,"AppsRetrieval":13.72,"CodeFeedbackMT":47.02,"CodeFeedbackST":74.82,"CodeSearchNetCCRetrieval (go)":36.29,"CodeSearchNetCCRetrieval (java)":56.76,"CodeSearchNetCCRetrieval (javascript)":57.62,"CodeSearchNetCCRetrieval (php)":46.64,"CodeSearchNetCCRetrieval (python)":60.38,"CodeSearchNetCCRetrieval (ruby)":59.15,"CodeSearchNetRetrieval (go)":93.29,"CodeSearchNetRetrieval (java)":80.68,"CodeSearchNetRetrieval (javascript)":72.14,"CodeSearchNetRetrieval (php)":84.07,"CodeSearchNetRetrieval (python)":87.89,"CodeSearchNetRetrieval (ruby)":80.01,"CodeTransOceanContest":65.28,"CodeTransOceanDL":31.38,"CosQA":30.65,"StackOverflowQA":89.35,"SyntheticText2SQL":57.2}
18
- {"index":30,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":60.97,"AppsRetrieval":11.52,"CodeFeedbackMT":41.56,"CodeFeedbackST":74.52,"CodeSearchNetCCRetrieval (go)":42.29,"CodeSearchNetCCRetrieval (java)":61.35,"CodeSearchNetCCRetrieval (javascript)":63.02,"CodeSearchNetCCRetrieval (php)":48.67,"CodeSearchNetCCRetrieval (python)":64.84,"CodeSearchNetCCRetrieval (ruby)":61.06,"CodeSearchNetRetrieval (go)":93.92,"CodeSearchNetRetrieval (java)":76.68,"CodeSearchNetRetrieval (javascript)":72.32,"CodeSearchNetRetrieval (php)":82.86,"CodeSearchNetRetrieval (python)":88.66,"CodeSearchNetRetrieval (ruby)":79.43,"CodeTransOceanContest":62.5,"CodeTransOceanDL":21.87,"CosQA":32.59,"StackOverflowQA":87.85,"SyntheticText2SQL":51.88}
19
  {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.65,"AppsRetrieval":7.57,"CodeFeedbackMT":36.89,"CodeFeedbackST":71.77,"CodeSearchNetCCRetrieval (go)":41.05,"CodeSearchNetCCRetrieval (java)":57.06,"CodeSearchNetCCRetrieval (javascript)":53.23,"CodeSearchNetCCRetrieval (php)":46.01,"CodeSearchNetCCRetrieval (python)":60.47,"CodeSearchNetCCRetrieval (ruby)":58.4,"CodeSearchNetRetrieval (go)":94.95,"CodeSearchNetRetrieval (java)":85.4,"CodeSearchNetRetrieval (javascript)":76.92,"CodeSearchNetRetrieval (php)":87.83,"CodeSearchNetRetrieval (python)":90.8,"CodeSearchNetRetrieval (ruby)":82.41,"CodeTransOceanContest":53.13,"CodeTransOceanDL":21.04,"CosQA":34.36,"StackOverflowQA":83.07,"SyntheticText2SQL":50.64}
20
  {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":59.01,"AppsRetrieval":8.27,"CodeFeedbackMT":39.34,"CodeFeedbackST":70.71,"CodeSearchNetCCRetrieval (go)":45.26,"CodeSearchNetCCRetrieval (java)":55.42,"CodeSearchNetCCRetrieval (javascript)":60.8,"CodeSearchNetCCRetrieval (php)":46.96,"CodeSearchNetCCRetrieval (python)":61.34,"CodeSearchNetCCRetrieval (ruby)":58.99,"CodeSearchNetRetrieval (go)":92.13,"CodeSearchNetRetrieval (java)":71.04,"CodeSearchNetRetrieval (javascript)":73.5,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":86.75,"CodeSearchNetRetrieval (ruby)":77.16,"CodeTransOceanContest":59.35,"CodeTransOceanDL":29.06,"CosQA":27.99,"StackOverflowQA":81.47,"SyntheticText2SQL":53.26}
21
- {"index":42,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.99,"AppsRetrieval":5.97,"CodeFeedbackMT":27.07,"CodeFeedbackST":61.01,"CodeSearchNetCCRetrieval (go)":63.52,"CodeSearchNetCCRetrieval (java)":67.51,"CodeSearchNetCCRetrieval (javascript)":70.13,"CodeSearchNetCCRetrieval (php)":60.81,"CodeSearchNetCCRetrieval (python)":71.1,"CodeSearchNetCCRetrieval (ruby)":72.28,"CodeSearchNetRetrieval (go)":89.06,"CodeSearchNetRetrieval (java)":53.2,"CodeSearchNetRetrieval (javascript)":67.52,"CodeSearchNetRetrieval (php)":77.36,"CodeSearchNetRetrieval (python)":82.09,"CodeSearchNetRetrieval (ruby)":74.77,"CodeTransOceanContest":59.86,"CodeTransOceanDL":19.94,"CosQA":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL":43.93}
22
- {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.47,"AppsRetrieval":6.6,"CodeFeedbackMT":35.62,"CodeFeedbackST":65.99,"CodeSearchNetCCRetrieval (go)":60.0,"CodeSearchNetCCRetrieval (java)":66.32,"CodeSearchNetCCRetrieval (javascript)":66.75,"CodeSearchNetCCRetrieval (php)":58.42,"CodeSearchNetCCRetrieval (python)":71.29,"CodeSearchNetCCRetrieval (ruby)":69.32,"CodeSearchNetRetrieval (go)":79.84,"CodeSearchNetRetrieval (java)":51.65,"CodeSearchNetRetrieval (javascript)":63.62,"CodeSearchNetRetrieval (php)":70.82,"CodeSearchNetRetrieval (python)":79.28,"CodeSearchNetRetrieval (ruby)":72.84,"CodeTransOceanContest":61.78,"CodeTransOceanDL":27.94,"CosQA":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL":44.35}
23
- {"index":31,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.17,"AppsRetrieval":9.18,"CodeFeedbackMT":45.83,"CodeFeedbackST":73.29,"CodeSearchNetCCRetrieval (go)":42.42,"CodeSearchNetCCRetrieval (java)":55.47,"CodeSearchNetCCRetrieval (javascript)":60.51,"CodeSearchNetCCRetrieval (php)":44.14,"CodeSearchNetCCRetrieval (python)":63.21,"CodeSearchNetCCRetrieval (ruby)":57.91,"CodeSearchNetRetrieval (go)":80.19,"CodeSearchNetRetrieval (java)":75.38,"CodeSearchNetRetrieval (javascript)":64.28,"CodeSearchNetRetrieval (php)":72.31,"CodeSearchNetRetrieval (python)":83.25,"CodeSearchNetRetrieval (ruby)":74.52,"CodeTransOceanContest":63.15,"CodeTransOceanDL":31.77,"CosQA":32.86,"StackOverflowQA":82.85,"SyntheticText2SQL":50.85}
24
  {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.96,"AppsRetrieval":6.45,"CodeFeedbackMT":33.65,"CodeFeedbackST":70.0,"CodeSearchNetCCRetrieval (go)":34.6,"CodeSearchNetCCRetrieval (java)":56.21,"CodeSearchNetCCRetrieval (javascript)":54.23,"CodeSearchNetCCRetrieval (php)":44.15,"CodeSearchNetCCRetrieval (python)":59.77,"CodeSearchNetCCRetrieval (ruby)":56.37,"CodeSearchNetRetrieval (go)":95.42,"CodeSearchNetRetrieval (java)":81.05,"CodeSearchNetRetrieval (javascript)":75.78,"CodeSearchNetRetrieval (php)":87.99,"CodeSearchNetRetrieval (python)":89.09,"CodeSearchNetRetrieval (ruby)":81.33,"CodeTransOceanContest":45.65,"CodeTransOceanDL":23.49,"CosQA":33.71,"StackOverflowQA":80.23,"SyntheticText2SQL":49.98}
25
- {"index":26,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":57.38,"AppsRetrieval":11.79,"CodeFeedbackMT":42.14,"CodeFeedbackST":75.28,"CodeSearchNetCCRetrieval (go)":38.75,"CodeSearchNetCCRetrieval (java)":50.72,"CodeSearchNetCCRetrieval (javascript)":52.03,"CodeSearchNetCCRetrieval (php)":39.66,"CodeSearchNetCCRetrieval (python)":51.41,"CodeSearchNetCCRetrieval (ruby)":53.17,"CodeSearchNetRetrieval (go)":83.69,"CodeSearchNetRetrieval (java)":69.41,"CodeSearchNetRetrieval (javascript)":72.84,"CodeSearchNetRetrieval (php)":75.13,"CodeSearchNetRetrieval (python)":83.63,"CodeSearchNetRetrieval (ruby)":76.81,"CodeTransOceanContest":66.73,"CodeTransOceanDL":29.6,"CosQA":36.62,"StackOverflowQA":89.85,"SyntheticText2SQL":48.41}
26
- {"index":40,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":57.16,"AppsRetrieval":5.3,"CodeFeedbackMT":45.4,"CodeFeedbackST":66.32,"CodeSearchNetCCRetrieval (go)":42.45,"CodeSearchNetCCRetrieval (java)":54.08,"CodeSearchNetCCRetrieval (javascript)":57.78,"CodeSearchNetCCRetrieval (php)":45.3,"CodeSearchNetCCRetrieval (python)":56.7,"CodeSearchNetCCRetrieval (ruby)":59.09,"CodeSearchNetRetrieval (go)":91.5,"CodeSearchNetRetrieval (java)":82.0,"CodeSearchNetRetrieval (javascript)":70.2,"CodeSearchNetRetrieval (php)":83.86,"CodeSearchNetRetrieval (python)":86.99,"CodeSearchNetRetrieval (ruby)":76.44,"CodeTransOceanContest":49.87,"CodeTransOceanDL":20.66,"CosQA":27.23,"StackOverflowQA":70.96,"SyntheticText2SQL":51.02}
27
  {"index":22,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":56.83,"AppsRetrieval":14.17,"CodeFeedbackMT":46.59,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":45.59,"CodeSearchNetCCRetrieval (java)":51.14,"CodeSearchNetCCRetrieval (javascript)":56.58,"CodeSearchNetCCRetrieval (php)":40.48,"CodeSearchNetCCRetrieval (python)":57.2,"CodeSearchNetCCRetrieval (ruby)":56.2,"CodeSearchNetRetrieval (go)":85.71,"CodeSearchNetRetrieval (java)":63.08,"CodeSearchNetRetrieval (javascript)":70.26,"CodeSearchNetRetrieval (php)":76.48,"CodeSearchNetRetrieval (python)":83.58,"CodeSearchNetRetrieval (ruby)":72.3,"CodeTransOceanContest":65.55,"CodeTransOceanDL":29.16,"CosQA":28.36,"StackOverflowQA":79.29,"SyntheticText2SQL":45.44}
28
  {"index":24,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.71,"AppsRetrieval":9.64,"CodeFeedbackMT":50.26,"CodeFeedbackST":68.77,"CodeSearchNetCCRetrieval (go)":43.79,"CodeSearchNetCCRetrieval (java)":56.55,"CodeSearchNetCCRetrieval (javascript)":58.62,"CodeSearchNetCCRetrieval (php)":44.61,"CodeSearchNetCCRetrieval (python)":61.3,"CodeSearchNetCCRetrieval (ruby)":55.57,"CodeSearchNetRetrieval (go)":85.89,"CodeSearchNetRetrieval (java)":68.1,"CodeSearchNetRetrieval (javascript)":62.39,"CodeSearchNetRetrieval (php)":76.27,"CodeSearchNetRetrieval (python)":81.0,"CodeSearchNetRetrieval (ruby)":70.06,"CodeTransOceanContest":66.52,"CodeTransOceanDL":21.23,"CosQA":27.05,"StackOverflowQA":79.92,"SyntheticText2SQL":46.72}
29
  {"index":7,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":56.59,"AppsRetrieval":5.64,"CodeFeedbackMT":35.09,"CodeFeedbackST":67.79,"CodeSearchNetCCRetrieval (go)":28.97,"CodeSearchNetCCRetrieval (java)":53.71,"CodeSearchNetCCRetrieval (javascript)":50.45,"CodeSearchNetCCRetrieval (php)":42.44,"CodeSearchNetCCRetrieval (python)":56.45,"CodeSearchNetCCRetrieval (ruby)":55.13,"CodeSearchNetRetrieval (go)":94.51,"CodeSearchNetRetrieval (java)":83.33,"CodeSearchNetRetrieval (javascript)":73.73,"CodeSearchNetRetrieval (php)":87.08,"CodeSearchNetRetrieval (python)":88.79,"CodeSearchNetRetrieval (ruby)":79.53,"CodeTransOceanContest":48.22,"CodeTransOceanDL":25.67,"CosQA":32.04,"StackOverflowQA":78.05,"SyntheticText2SQL":45.12}
30
- {"index":29,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.0,"AppsRetrieval":9.31,"CodeFeedbackMT":44.23,"CodeFeedbackST":69.49,"CodeSearchNetCCRetrieval (go)":39.41,"CodeSearchNetCCRetrieval (java)":53.01,"CodeSearchNetCCRetrieval (javascript)":58.13,"CodeSearchNetCCRetrieval (php)":40.64,"CodeSearchNetCCRetrieval (python)":61.67,"CodeSearchNetCCRetrieval (ruby)":56.05,"CodeSearchNetRetrieval (go)":76.52,"CodeSearchNetRetrieval (java)":69.23,"CodeSearchNetRetrieval (javascript)":64.36,"CodeSearchNetRetrieval (php)":70.34,"CodeSearchNetRetrieval (python)":82.35,"CodeSearchNetRetrieval (ruby)":73.49,"CodeTransOceanContest":59.1,"CodeTransOceanDL":28.57,"CosQA":31.45,"StackOverflowQA":81.66,"SyntheticText2SQL":50.99}
31
- {"index":28,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":55.78,"AppsRetrieval":6.2,"CodeFeedbackMT":37.76,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":42.09,"CodeSearchNetCCRetrieval (java)":52.54,"CodeSearchNetCCRetrieval (javascript)":53.1,"CodeSearchNetCCRetrieval (php)":41.81,"CodeSearchNetCCRetrieval (python)":53.59,"CodeSearchNetCCRetrieval (ruby)":51.69,"CodeSearchNetRetrieval (go)":84.92,"CodeSearchNetRetrieval (java)":69.45,"CodeSearchNetRetrieval (javascript)":71.38,"CodeSearchNetRetrieval (php)":73.45,"CodeSearchNetRetrieval (python)":84.36,"CodeSearchNetRetrieval (ruby)":75.27,"CodeTransOceanContest":57.48,"CodeTransOceanDL":26.89,"CosQA":35.45,"StackOverflowQA":83.93,"SyntheticText2SQL":44.77}
32
- {"index":27,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
33
- {"index":34,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":50.98,"AppsRetrieval":4.32,"CodeFeedbackMT":36.47,"CodeFeedbackST":66.82,"CodeSearchNetCCRetrieval (go)":35.3,"CodeSearchNetCCRetrieval (java)":47.64,"CodeSearchNetCCRetrieval (javascript)":50.9,"CodeSearchNetCCRetrieval (php)":35.44,"CodeSearchNetCCRetrieval (python)":55.19,"CodeSearchNetCCRetrieval (ruby)":51.14,"CodeSearchNetRetrieval (go)":75.26,"CodeSearchNetRetrieval (java)":57.51,"CodeSearchNetRetrieval (javascript)":60.72,"CodeSearchNetRetrieval (php)":68.6,"CodeSearchNetRetrieval (python)":78.07,"CodeSearchNetRetrieval (ruby)":70.33,"CodeTransOceanContest":45.87,"CodeTransOceanDL":27.67,"CosQA":29.9,"StackOverflowQA":71.5,"SyntheticText2SQL":50.95}
34
- {"index":25,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":47.42,"AppsRetrieval":4.54,"CodeFeedbackMT":23.46,"CodeFeedbackST":58.45,"CodeSearchNetCCRetrieval (go)":33.86,"CodeSearchNetCCRetrieval (java)":37.01,"CodeSearchNetCCRetrieval (javascript)":42.04,"CodeSearchNetCCRetrieval (php)":30.79,"CodeSearchNetCCRetrieval (python)":41.58,"CodeSearchNetCCRetrieval (ruby)":44.53,"CodeSearchNetRetrieval (go)":82.22,"CodeSearchNetRetrieval (java)":67.04,"CodeSearchNetRetrieval (javascript)":67.24,"CodeSearchNetRetrieval (php)":69.79,"CodeSearchNetRetrieval (python)":79.04,"CodeSearchNetRetrieval (ruby)":70.83,"CodeTransOceanContest":43.65,"CodeTransOceanDL":18.15,"CosQA":28.29,"StackOverflowQA":66.58,"SyntheticText2SQL":39.34}
35
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36
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37
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38
- {"index":18,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.55,"AppsRetrieval":2.26,"CodeFeedbackMT":24.65,"CodeFeedbackST":39.86,"CodeSearchNetCCRetrieval (go)":27.72,"CodeSearchNetCCRetrieval (java)":33.75,"CodeSearchNetCCRetrieval (javascript)":39.74,"CodeSearchNetCCRetrieval (php)":24.25,"CodeSearchNetCCRetrieval (python)":29.56,"CodeSearchNetCCRetrieval (ruby)":36.38,"CodeSearchNetRetrieval (go)":49.06,"CodeSearchNetRetrieval (java)":33.58,"CodeSearchNetRetrieval (javascript)":45.1,"CodeSearchNetRetrieval (php)":44.36,"CodeSearchNetRetrieval (python)":59.24,"CodeSearchNetRetrieval (ruby)":49.67,"CodeTransOceanContest":32.93,"CodeTransOceanDL":32.37,"CosQA":8.76,"StackOverflowQA":38.16,"SyntheticText2SQL":39.52}
39
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40
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41
- {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":22.19,"AppsRetrieval":1.06,"CodeFeedbackMT":11.83,"CodeFeedbackST":27.39,"CodeSearchNetCCRetrieval (go)":13.48,"CodeSearchNetCCRetrieval (java)":16.81,"CodeSearchNetCCRetrieval (javascript)":22.88,"CodeSearchNetCCRetrieval (php)":9.08,"CodeSearchNetCCRetrieval (python)":15.45,"CodeSearchNetCCRetrieval (ruby)":25.8,"CodeSearchNetRetrieval (go)":45.46,"CodeSearchNetRetrieval (java)":17.15,"CodeSearchNetRetrieval (javascript)":30.73,"CodeSearchNetRetrieval (php)":23.3,"CodeSearchNetRetrieval (python)":44.22,"CodeSearchNetRetrieval (ruby)":37.01,"CodeTransOceanContest":18.25,"CodeTransOceanDL":26.66,"CosQA":2.89,"StackOverflowQA":25.25,"SyntheticText2SQL":29.15}
42
- {"index":49,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":20.2,"AppsRetrieval":1.31,"CodeFeedbackMT":12.67,"CodeFeedbackST":22.08,"CodeSearchNetCCRetrieval (go)":8.65,"CodeSearchNetCCRetrieval (java)":9.18,"CodeSearchNetCCRetrieval (javascript)":16.51,"CodeSearchNetCCRetrieval (php)":8.02,"CodeSearchNetCCRetrieval (python)":17.26,"CodeSearchNetCCRetrieval (ruby)":21.38,"CodeSearchNetRetrieval (go)":32.32,"CodeSearchNetRetrieval (java)":18.91,"CodeSearchNetRetrieval (javascript)":22.2,"CodeSearchNetRetrieval (php)":26.69,"CodeSearchNetRetrieval (python)":39.52,"CodeSearchNetRetrieval (ruby)":34.56,"CodeTransOceanContest":17.87,"CodeTransOceanDL":26.42,"CosQA":11.36,"StackOverflowQA":32.47,"SyntheticText2SQL":24.54}
43
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44
- {"index":19,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":13.23,"AppsRetrieval":0.27,"CodeFeedbackMT":13.47,"CodeFeedbackST":8.09,"CodeSearchNetCCRetrieval (go)":10.31,"CodeSearchNetCCRetrieval (java)":15.11,"CodeSearchNetCCRetrieval (javascript)":20.43,"CodeSearchNetCCRetrieval (php)":11.37,"CodeSearchNetCCRetrieval (python)":11.11,"CodeSearchNetCCRetrieval (ruby)":21.66,"CodeSearchNetRetrieval (go)":13.54,"CodeSearchNetRetrieval (java)":10.23,"CodeSearchNetRetrieval (javascript)":9.78,"CodeSearchNetRetrieval (php)":9.12,"CodeSearchNetRetrieval (python)":20.82,"CodeSearchNetRetrieval (ruby)":17.34,"CodeTransOceanContest":13.36,"CodeTransOceanDL":33.44,"CosQA":3.73,"StackOverflowQA":16.66,"SyntheticText2SQL":4.72}
45
- {"index":11,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":13.22,"AppsRetrieval":0.07,"CodeFeedbackMT":11.84,"CodeFeedbackST":7.42,"CodeSearchNetCCRetrieval (go)":12.62,"CodeSearchNetCCRetrieval (java)":16.29,"CodeSearchNetCCRetrieval (javascript)":22.77,"CodeSearchNetCCRetrieval (php)":14.17,"CodeSearchNetCCRetrieval (python)":13.81,"CodeSearchNetCCRetrieval (ruby)":26.22,"CodeSearchNetRetrieval (go)":7.54,"CodeSearchNetRetrieval (java)":11.9,"CodeSearchNetRetrieval (javascript)":10.38,"CodeSearchNetRetrieval (php)":11.26,"CodeSearchNetRetrieval (python)":19.08,"CodeSearchNetRetrieval (ruby)":12.38,"CodeTransOceanContest":15.26,"CodeTransOceanDL":31.1,"CosQA":2.93,"StackOverflowQA":13.99,"SyntheticText2SQL":3.4}
46
- {"index":16,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":8.54,"AppsRetrieval":0.23,"CodeFeedbackMT":5.6,"CodeFeedbackST":5.33,"CodeSearchNetCCRetrieval (go)":3.82,"CodeSearchNetCCRetrieval (java)":5.22,"CodeSearchNetCCRetrieval (javascript)":8.44,"CodeSearchNetCCRetrieval (php)":3.76,"CodeSearchNetCCRetrieval (python)":5.89,"CodeSearchNetCCRetrieval (ruby)":12.6,"CodeSearchNetRetrieval (go)":10.42,"CodeSearchNetRetrieval (java)":4.77,"CodeSearchNetRetrieval (javascript)":9.82,"CodeSearchNetRetrieval (php)":9.82,"CodeSearchNetRetrieval (python)":15.0,"CodeSearchNetRetrieval (ruby)":11.82,"CodeTransOceanContest":11.01,"CodeTransOceanDL":28.95,"CosQA":0.56,"StackOverflowQA":8.95,"SyntheticText2SQL":8.82}
47
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48
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49
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50
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51
- {"index":39,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":0.38,"AppsRetrieval":0.05,"CodeFeedbackMT":0.03,"CodeFeedbackST":0.02,"CodeSearchNetCCRetrieval (go)":0.03,"CodeSearchNetCCRetrieval (java)":0.03,"CodeSearchNetCCRetrieval (javascript)":0.08,"CodeSearchNetCCRetrieval (php)":0.0,"CodeSearchNetCCRetrieval (python)":0.0,"CodeSearchNetCCRetrieval (ruby)":0.11,"CodeSearchNetRetrieval (go)":0.81,"CodeSearchNetRetrieval (java)":0.73,"CodeSearchNetRetrieval (javascript)":0.36,"CodeSearchNetRetrieval (php)":0.41,"CodeSearchNetRetrieval (python)":0.83,"CodeSearchNetRetrieval (ruby)":0.66,"CodeTransOceanContest":1.3,"CodeTransOceanDL":1.92,"CosQA":0.0,"StackOverflowQA":0.24,"SyntheticText2SQL":0.0}
52
- {"index":0,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","AppsRetrieval":"","CodeFeedbackMT":"","CodeFeedbackST":"","CodeSearchNetCCRetrieval (go)":"","CodeSearchNetCCRetrieval (java)":"","CodeSearchNetCCRetrieval (javascript)":"","CodeSearchNetCCRetrieval (php)":"","CodeSearchNetCCRetrieval (python)":"","CodeSearchNetCCRetrieval (ruby)":"","CodeSearchNetRetrieval (go)":"","CodeSearchNetRetrieval (java)":"","CodeSearchNetRetrieval (javascript)":"","CodeSearchNetRetrieval (php)":"","CodeSearchNetRetrieval (python)":"","CodeSearchNetRetrieval (ruby)":"","CodeTransOceanContest":"","CodeTransOceanDL":"","CosQA":"","StackOverflowQA":89.41,"SyntheticText2SQL":""}
53
- {"index":6,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AppsRetrieval":"","CodeFeedbackMT":"","CodeFeedbackST":"","CodeSearchNetCCRetrieval (go)":"","CodeSearchNetCCRetrieval (java)":"","CodeSearchNetCCRetrieval (javascript)":"","CodeSearchNetCCRetrieval (php)":"","CodeSearchNetCCRetrieval (python)":"","CodeSearchNetCCRetrieval (ruby)":"","CodeSearchNetRetrieval (go)":"","CodeSearchNetRetrieval (java)":"","CodeSearchNetRetrieval (javascript)":"","CodeSearchNetRetrieval (php)":"","CodeSearchNetRetrieval (python)":"","CodeSearchNetRetrieval (ruby)":"","CodeTransOceanContest":"","CodeTransOceanDL":"","CosQA":"","StackOverflowQA":80.6,"SyntheticText2SQL":""}
 
 
 
1
+ {"index":52,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/voyageai\/voyage-code-3\">voyage-code-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":85.51,"AppsRetrieval":93.62,"CodeFeedbackMT":93.58,"CodeFeedbackST":90.67,"CodeSearchNetCCRetrieval (go)":91.76,"CodeSearchNetCCRetrieval (java)":90.19,"CodeSearchNetCCRetrieval (javascript)":91.53,"CodeSearchNetCCRetrieval (php)":83.39,"CodeSearchNetCCRetrieval (python)":94.43,"CodeSearchNetCCRetrieval (ruby)":89.26,"CodeSearchNetRetrieval (go)":97.5,"CodeSearchNetRetrieval (java)":94.51,"CodeSearchNetRetrieval (javascript)":89.98,"CodeSearchNetRetrieval (php)":92.29,"CodeSearchNetRetrieval (python)":96.69,"CodeSearchNetRetrieval (ruby)":92.83,"CodeTransOceanContest":94.96,"CodeTransOceanDL":38.57,"CosQA":34.45,"StackOverflowQA":97.17,"SyntheticText2SQL":62.87}
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":77.41,"AppsRetrieval":73.03,"CodeFeedbackMT":66.69,"CodeFeedbackST":83.02,"CodeSearchNetCCRetrieval (go)":75.78,"CodeSearchNetCCRetrieval (java)":79.75,"CodeSearchNetCCRetrieval (javascript)":81.06,"CodeSearchNetCCRetrieval (php)":71.3,"CodeSearchNetCCRetrieval (python)":79.8,"CodeSearchNetCCRetrieval (ruby)":79.51,"CodeSearchNetRetrieval (go)":97.36,"CodeSearchNetRetrieval (java)":93.56,"CodeSearchNetRetrieval (javascript)":87.26,"CodeSearchNetRetrieval (php)":91.69,"CodeSearchNetRetrieval (python)":93.04,"CodeSearchNetRetrieval (ruby)":90.89,"CodeTransOceanContest":89.92,"CodeTransOceanDL":33.92,"CosQA":28.7,"StackOverflowQA":94.33,"SyntheticText2SQL":57.56}
3
  {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.86,"AppsRetrieval":35.13,"CodeFeedbackMT":50.64,"CodeFeedbackST":84.08,"CodeSearchNetCCRetrieval (go)":85.44,"CodeSearchNetCCRetrieval (java)":87.63,"CodeSearchNetCCRetrieval (javascript)":87.27,"CodeSearchNetCCRetrieval (php)":79.25,"CodeSearchNetCCRetrieval (python)":90.92,"CodeSearchNetCCRetrieval (ruby)":89.63,"CodeSearchNetRetrieval (go)":90.01,"CodeSearchNetRetrieval (java)":89.84,"CodeSearchNetRetrieval (javascript)":81.43,"CodeSearchNetRetrieval (php)":81.57,"CodeSearchNetRetrieval (python)":91.65,"CodeSearchNetRetrieval (ruby)":85.42,"CodeTransOceanContest":89.22,"CodeTransOceanDL":32.98,"CosQA":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL":60.39}
4
+ {"index":53,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":73.51,"AppsRetrieval":28.37,"CodeFeedbackMT":68.92,"CodeFeedbackST":80.42,"CodeSearchNetCCRetrieval (go)":67.19,"CodeSearchNetCCRetrieval (java)":77.23,"CodeSearchNetCCRetrieval (javascript)":77.36,"CodeSearchNetCCRetrieval (php)":65.83,"CodeSearchNetCCRetrieval (python)":76.01,"CodeSearchNetCCRetrieval (ruby)":75.43,"CodeSearchNetRetrieval (go)":96.48,"CodeSearchNetRetrieval (java)":93.18,"CodeSearchNetRetrieval (javascript)":83.14,"CodeSearchNetRetrieval (php)":89.89,"CodeSearchNetRetrieval (python)":92.36,"CodeSearchNetRetrieval (ruby)":87.96,"CodeTransOceanContest":84.25,"CodeTransOceanDL":34.23,"CosQA":31.0,"StackOverflowQA":92.44,"SyntheticText2SQL":68.45}
5
+ {"index":35,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.36,"AppsRetrieval":23.46,"CodeFeedbackMT":36.4,"CodeFeedbackST":76.41,"CodeSearchNetCCRetrieval (go)":84.05,"CodeSearchNetCCRetrieval (java)":86.21,"CodeSearchNetCCRetrieval (javascript)":86.18,"CodeSearchNetCCRetrieval (php)":75.95,"CodeSearchNetCCRetrieval (python)":90.6,"CodeSearchNetCCRetrieval (ruby)":85.89,"CodeSearchNetRetrieval (go)":93.06,"CodeSearchNetRetrieval (java)":84.08,"CodeSearchNetRetrieval (javascript)":80.93,"CodeSearchNetRetrieval (php)":83.14,"CodeSearchNetRetrieval (python)":91.75,"CodeSearchNetRetrieval (ruby)":85.37,"CodeTransOceanContest":88.58,"CodeTransOceanDL":31.74,"CosQA":33.1,"StackOverflowQA":91.02,"SyntheticText2SQL":59.2}
6
+ {"index":39,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.81,"AppsRetrieval":34.89,"CodeFeedbackMT":39.87,"CodeFeedbackST":75.89,"CodeSearchNetCCRetrieval (go)":72.31,"CodeSearchNetCCRetrieval (java)":80.07,"CodeSearchNetCCRetrieval (javascript)":79.2,"CodeSearchNetCCRetrieval (php)":72.49,"CodeSearchNetCCRetrieval (python)":86.24,"CodeSearchNetCCRetrieval (ruby)":81.9,"CodeSearchNetRetrieval (go)":90.41,"CodeSearchNetRetrieval (java)":80.55,"CodeSearchNetRetrieval (javascript)":75.37,"CodeSearchNetRetrieval (php)":83.7,"CodeSearchNetRetrieval (python)":88.96,"CodeSearchNetRetrieval (ruby)":79.56,"CodeTransOceanContest":83.36,"CodeTransOceanDL":29.01,"CosQA":37.75,"StackOverflowQA":85.82,"SyntheticText2SQL":58.85}
7
+ {"index":38,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.17,"AppsRetrieval":32.55,"CodeFeedbackMT":42.78,"CodeFeedbackST":74.26,"CodeSearchNetCCRetrieval (go)":72.08,"CodeSearchNetCCRetrieval (java)":78.65,"CodeSearchNetCCRetrieval (javascript)":77.67,"CodeSearchNetCCRetrieval (php)":72.21,"CodeSearchNetCCRetrieval (python)":84.45,"CodeSearchNetCCRetrieval (ruby)":81.94,"CodeSearchNetRetrieval (go)":91.8,"CodeSearchNetRetrieval (java)":82.05,"CodeSearchNetRetrieval (javascript)":75.54,"CodeSearchNetRetrieval (php)":84.5,"CodeSearchNetRetrieval (python)":89.42,"CodeSearchNetRetrieval (ruby)":81.43,"CodeTransOceanContest":74.03,"CodeTransOceanDL":31.28,"CosQA":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL":53.07}
8
  {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":68.66,"AppsRetrieval":28.39,"CodeFeedbackMT":57.66,"CodeFeedbackST":84.15,"CodeSearchNetCCRetrieval (go)":62.59,"CodeSearchNetCCRetrieval (java)":67.15,"CodeSearchNetCCRetrieval (javascript)":69.2,"CodeSearchNetCCRetrieval (php)":57.93,"CodeSearchNetCCRetrieval (python)":75.41,"CodeSearchNetCCRetrieval (ruby)":65.18,"CodeSearchNetRetrieval (go)":94.26,"CodeSearchNetRetrieval (java)":86.49,"CodeSearchNetRetrieval (javascript)":79.82,"CodeSearchNetRetrieval (php)":84.52,"CodeSearchNetRetrieval (python)":91.93,"CodeSearchNetRetrieval (ruby)":84.76,"CodeTransOceanContest":81.83,"CodeTransOceanDL":32.17,"CosQA":32.24,"StackOverflowQA":84.35,"SyntheticText2SQL":53.22}
9
  {"index":15,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.7,"AppsRetrieval":26.11,"CodeFeedbackMT":40.33,"CodeFeedbackST":78.07,"CodeSearchNetCCRetrieval (go)":62.02,"CodeSearchNetCCRetrieval (java)":67.75,"CodeSearchNetCCRetrieval (javascript)":69.09,"CodeSearchNetCCRetrieval (php)":52.44,"CodeSearchNetCCRetrieval (python)":70.38,"CodeSearchNetCCRetrieval (ruby)":65.21,"CodeSearchNetRetrieval (go)":93.28,"CodeSearchNetRetrieval (java)":84.03,"CodeSearchNetRetrieval (javascript)":81.47,"CodeSearchNetRetrieval (php)":83.39,"CodeSearchNetRetrieval (python)":92.26,"CodeSearchNetRetrieval (ruby)":85.94,"CodeTransOceanContest":83.52,"CodeTransOceanDL":32.93,"CosQA":34.31,"StackOverflowQA":92.28,"SyntheticText2SQL":59.29}
10
+ {"index":37,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.07,"AppsRetrieval":20.94,"CodeFeedbackMT":43.18,"CodeFeedbackST":72.61,"CodeSearchNetCCRetrieval (go)":72.29,"CodeSearchNetCCRetrieval (java)":78.85,"CodeSearchNetCCRetrieval (javascript)":78.44,"CodeSearchNetCCRetrieval (php)":72.02,"CodeSearchNetCCRetrieval (python)":85.37,"CodeSearchNetCCRetrieval (ruby)":81.92,"CodeSearchNetRetrieval (go)":89.47,"CodeSearchNetRetrieval (java)":78.39,"CodeSearchNetRetrieval (javascript)":71.4,"CodeSearchNetRetrieval (php)":81.05,"CodeSearchNetRetrieval (python)":85.68,"CodeSearchNetRetrieval (ruby)":78.24,"CodeTransOceanContest":51.89,"CodeTransOceanDL":29.88,"CosQA":31.12,"StackOverflowQA":85.11,"SyntheticText2SQL":53.61}
11
  {"index":2,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":66.43,"AppsRetrieval":30.19,"CodeFeedbackMT":52.15,"CodeFeedbackST":82.57,"CodeSearchNetCCRetrieval (go)":59.7,"CodeSearchNetCCRetrieval (java)":60.42,"CodeSearchNetCCRetrieval (javascript)":63.28,"CodeSearchNetCCRetrieval (php)":49.08,"CodeSearchNetCCRetrieval (python)":70.64,"CodeSearchNetCCRetrieval (ruby)":61.95,"CodeSearchNetRetrieval (go)":91.95,"CodeSearchNetRetrieval (java)":85.39,"CodeSearchNetRetrieval (javascript)":78.19,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":91.17,"CodeSearchNetRetrieval (ruby)":84.58,"CodeTransOceanContest":77.71,"CodeTransOceanDL":29.84,"CosQA":31.74,"StackOverflowQA":91.02,"SyntheticText2SQL":55.6}
12
+ {"index":54,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":65.8,"AppsRetrieval":17.01,"CodeFeedbackMT":60.48,"CodeFeedbackST":73.89,"CodeSearchNetCCRetrieval (go)":49.21,"CodeSearchNetCCRetrieval (java)":68.63,"CodeSearchNetCCRetrieval (javascript)":67.6,"CodeSearchNetCCRetrieval (php)":54.06,"CodeSearchNetCCRetrieval (python)":59.4,"CodeSearchNetCCRetrieval (ruby)":65.89,"CodeSearchNetRetrieval (go)":95.24,"CodeSearchNetRetrieval (java)":90.71,"CodeSearchNetRetrieval (javascript)":78.92,"CodeSearchNetRetrieval (php)":87.39,"CodeSearchNetRetrieval (python)":88.52,"CodeSearchNetRetrieval (ruby)":83.76,"CodeTransOceanContest":72.05,"CodeTransOceanDL":27.39,"CosQA":28.93,"StackOverflowQA":88.67,"SyntheticText2SQL":58.33}
13
+ {"index":40,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.48,"AppsRetrieval":12.01,"CodeFeedbackMT":41.32,"CodeFeedbackST":72.67,"CodeSearchNetCCRetrieval (go)":69.66,"CodeSearchNetCCRetrieval (java)":75.58,"CodeSearchNetCCRetrieval (javascript)":77.6,"CodeSearchNetCCRetrieval (php)":69.38,"CodeSearchNetCCRetrieval (python)":80.75,"CodeSearchNetCCRetrieval (ruby)":72.75,"CodeSearchNetRetrieval (go)":90.3,"CodeSearchNetRetrieval (java)":74.96,"CodeSearchNetRetrieval (javascript)":69.53,"CodeSearchNetRetrieval (php)":80.28,"CodeSearchNetRetrieval (python)":86.31,"CodeSearchNetRetrieval (ruby)":76.58,"CodeTransOceanContest":69.76,"CodeTransOceanDL":32.3,"CosQA":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL":46.29}
14
  {"index":10,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":64.08,"AppsRetrieval":31.91,"CodeFeedbackMT":42.9,"CodeFeedbackST":74.19,"CodeSearchNetCCRetrieval (go)":46.68,"CodeSearchNetCCRetrieval (java)":60.47,"CodeSearchNetCCRetrieval (javascript)":60.54,"CodeSearchNetCCRetrieval (php)":49.65,"CodeSearchNetCCRetrieval (python)":66.39,"CodeSearchNetCCRetrieval (ruby)":61.72,"CodeSearchNetRetrieval (go)":92.42,"CodeSearchNetRetrieval (java)":80.11,"CodeSearchNetRetrieval (javascript)":76.56,"CodeSearchNetRetrieval (php)":84.47,"CodeSearchNetRetrieval (python)":89.87,"CodeSearchNetRetrieval (ruby)":81.6,"CodeTransOceanContest":70.25,"CodeTransOceanDL":30.14,"CosQA":32.58,"StackOverflowQA":89.42,"SyntheticText2SQL":59.79}
15
+ {"index":34,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":63.33,"AppsRetrieval":14.18,"CodeFeedbackMT":47.83,"CodeFeedbackST":76.16,"CodeSearchNetCCRetrieval (go)":47.64,"CodeSearchNetCCRetrieval (java)":63.92,"CodeSearchNetCCRetrieval (javascript)":65.18,"CodeSearchNetCCRetrieval (php)":53.38,"CodeSearchNetCCRetrieval (python)":67.59,"CodeSearchNetCCRetrieval (ruby)":62.31,"CodeSearchNetRetrieval (go)":91.6,"CodeSearchNetRetrieval (java)":83.2,"CodeSearchNetRetrieval (javascript)":71.79,"CodeSearchNetRetrieval (php)":84.16,"CodeSearchNetRetrieval (python)":88.15,"CodeSearchNetRetrieval (ruby)":80.25,"CodeTransOceanContest":65.14,"CodeTransOceanDL":32.4,"CosQA":32.09,"StackOverflowQA":89.93,"SyntheticText2SQL":49.66}
16
+ {"index":46,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.47,"AppsRetrieval":8.41,"CodeFeedbackMT":37.72,"CodeFeedbackST":69.32,"CodeSearchNetCCRetrieval (go)":61.44,"CodeSearchNetCCRetrieval (java)":68.88,"CodeSearchNetCCRetrieval (javascript)":67.99,"CodeSearchNetCCRetrieval (php)":59.22,"CodeSearchNetCCRetrieval (python)":71.83,"CodeSearchNetCCRetrieval (ruby)":66.42,"CodeSearchNetRetrieval (go)":88.25,"CodeSearchNetRetrieval (java)":65.11,"CodeSearchNetRetrieval (javascript)":65.58,"CodeSearchNetRetrieval (php)":74.47,"CodeSearchNetRetrieval (python)":81.01,"CodeSearchNetRetrieval (ruby)":74.53,"CodeTransOceanContest":70.58,"CodeTransOceanDL":29.45,"CosQA":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL":45.09}
17
  {"index":8,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":61.22,"AppsRetrieval":13.72,"CodeFeedbackMT":47.02,"CodeFeedbackST":74.82,"CodeSearchNetCCRetrieval (go)":36.29,"CodeSearchNetCCRetrieval (java)":56.76,"CodeSearchNetCCRetrieval (javascript)":57.62,"CodeSearchNetCCRetrieval (php)":46.64,"CodeSearchNetCCRetrieval (python)":60.38,"CodeSearchNetCCRetrieval (ruby)":59.15,"CodeSearchNetRetrieval (go)":93.29,"CodeSearchNetRetrieval (java)":80.68,"CodeSearchNetRetrieval (javascript)":72.14,"CodeSearchNetRetrieval (php)":84.07,"CodeSearchNetRetrieval (python)":87.89,"CodeSearchNetRetrieval (ruby)":80.01,"CodeTransOceanContest":65.28,"CodeTransOceanDL":31.38,"CosQA":30.65,"StackOverflowQA":89.35,"SyntheticText2SQL":57.2}
18
+ {"index":32,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":60.97,"AppsRetrieval":11.52,"CodeFeedbackMT":41.56,"CodeFeedbackST":74.52,"CodeSearchNetCCRetrieval (go)":42.29,"CodeSearchNetCCRetrieval (java)":61.35,"CodeSearchNetCCRetrieval (javascript)":63.02,"CodeSearchNetCCRetrieval (php)":48.67,"CodeSearchNetCCRetrieval (python)":64.84,"CodeSearchNetCCRetrieval (ruby)":61.06,"CodeSearchNetRetrieval (go)":93.92,"CodeSearchNetRetrieval (java)":76.68,"CodeSearchNetRetrieval (javascript)":72.32,"CodeSearchNetRetrieval (php)":82.86,"CodeSearchNetRetrieval (python)":88.66,"CodeSearchNetRetrieval (ruby)":79.43,"CodeTransOceanContest":62.5,"CodeTransOceanDL":21.87,"CosQA":32.59,"StackOverflowQA":87.85,"SyntheticText2SQL":51.88}
19
  {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.65,"AppsRetrieval":7.57,"CodeFeedbackMT":36.89,"CodeFeedbackST":71.77,"CodeSearchNetCCRetrieval (go)":41.05,"CodeSearchNetCCRetrieval (java)":57.06,"CodeSearchNetCCRetrieval (javascript)":53.23,"CodeSearchNetCCRetrieval (php)":46.01,"CodeSearchNetCCRetrieval (python)":60.47,"CodeSearchNetCCRetrieval (ruby)":58.4,"CodeSearchNetRetrieval (go)":94.95,"CodeSearchNetRetrieval (java)":85.4,"CodeSearchNetRetrieval (javascript)":76.92,"CodeSearchNetRetrieval (php)":87.83,"CodeSearchNetRetrieval (python)":90.8,"CodeSearchNetRetrieval (ruby)":82.41,"CodeTransOceanContest":53.13,"CodeTransOceanDL":21.04,"CosQA":34.36,"StackOverflowQA":83.07,"SyntheticText2SQL":50.64}
20
  {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":59.01,"AppsRetrieval":8.27,"CodeFeedbackMT":39.34,"CodeFeedbackST":70.71,"CodeSearchNetCCRetrieval (go)":45.26,"CodeSearchNetCCRetrieval (java)":55.42,"CodeSearchNetCCRetrieval (javascript)":60.8,"CodeSearchNetCCRetrieval (php)":46.96,"CodeSearchNetCCRetrieval (python)":61.34,"CodeSearchNetCCRetrieval (ruby)":58.99,"CodeSearchNetRetrieval (go)":92.13,"CodeSearchNetRetrieval (java)":71.04,"CodeSearchNetRetrieval (javascript)":73.5,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":86.75,"CodeSearchNetRetrieval (ruby)":77.16,"CodeTransOceanContest":59.35,"CodeTransOceanDL":29.06,"CosQA":27.99,"StackOverflowQA":81.47,"SyntheticText2SQL":53.26}
21
+ {"index":44,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.99,"AppsRetrieval":5.97,"CodeFeedbackMT":27.07,"CodeFeedbackST":61.01,"CodeSearchNetCCRetrieval (go)":63.52,"CodeSearchNetCCRetrieval (java)":67.51,"CodeSearchNetCCRetrieval (javascript)":70.13,"CodeSearchNetCCRetrieval (php)":60.81,"CodeSearchNetCCRetrieval (python)":71.1,"CodeSearchNetCCRetrieval (ruby)":72.28,"CodeSearchNetRetrieval (go)":89.06,"CodeSearchNetRetrieval (java)":53.2,"CodeSearchNetRetrieval (javascript)":67.52,"CodeSearchNetRetrieval (php)":77.36,"CodeSearchNetRetrieval (python)":82.09,"CodeSearchNetRetrieval (ruby)":74.77,"CodeTransOceanContest":59.86,"CodeTransOceanDL":19.94,"CosQA":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL":43.93}
22
+ {"index":45,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.47,"AppsRetrieval":6.6,"CodeFeedbackMT":35.62,"CodeFeedbackST":65.99,"CodeSearchNetCCRetrieval (go)":60.0,"CodeSearchNetCCRetrieval (java)":66.32,"CodeSearchNetCCRetrieval (javascript)":66.75,"CodeSearchNetCCRetrieval (php)":58.42,"CodeSearchNetCCRetrieval (python)":71.29,"CodeSearchNetCCRetrieval (ruby)":69.32,"CodeSearchNetRetrieval (go)":79.84,"CodeSearchNetRetrieval (java)":51.65,"CodeSearchNetRetrieval (javascript)":63.62,"CodeSearchNetRetrieval (php)":70.82,"CodeSearchNetRetrieval (python)":79.28,"CodeSearchNetRetrieval (ruby)":72.84,"CodeTransOceanContest":61.78,"CodeTransOceanDL":27.94,"CosQA":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL":44.35}
23
+ {"index":33,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.17,"AppsRetrieval":9.18,"CodeFeedbackMT":45.83,"CodeFeedbackST":73.29,"CodeSearchNetCCRetrieval (go)":42.42,"CodeSearchNetCCRetrieval (java)":55.47,"CodeSearchNetCCRetrieval (javascript)":60.51,"CodeSearchNetCCRetrieval (php)":44.14,"CodeSearchNetCCRetrieval (python)":63.21,"CodeSearchNetCCRetrieval (ruby)":57.91,"CodeSearchNetRetrieval (go)":80.19,"CodeSearchNetRetrieval (java)":75.38,"CodeSearchNetRetrieval (javascript)":64.28,"CodeSearchNetRetrieval (php)":72.31,"CodeSearchNetRetrieval (python)":83.25,"CodeSearchNetRetrieval (ruby)":74.52,"CodeTransOceanContest":63.15,"CodeTransOceanDL":31.77,"CosQA":32.86,"StackOverflowQA":82.85,"SyntheticText2SQL":50.85}
24
  {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.96,"AppsRetrieval":6.45,"CodeFeedbackMT":33.65,"CodeFeedbackST":70.0,"CodeSearchNetCCRetrieval (go)":34.6,"CodeSearchNetCCRetrieval (java)":56.21,"CodeSearchNetCCRetrieval (javascript)":54.23,"CodeSearchNetCCRetrieval (php)":44.15,"CodeSearchNetCCRetrieval (python)":59.77,"CodeSearchNetCCRetrieval (ruby)":56.37,"CodeSearchNetRetrieval (go)":95.42,"CodeSearchNetRetrieval (java)":81.05,"CodeSearchNetRetrieval (javascript)":75.78,"CodeSearchNetRetrieval (php)":87.99,"CodeSearchNetRetrieval (python)":89.09,"CodeSearchNetRetrieval (ruby)":81.33,"CodeTransOceanContest":45.65,"CodeTransOceanDL":23.49,"CosQA":33.71,"StackOverflowQA":80.23,"SyntheticText2SQL":49.98}
25
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26
+ {"index":42,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":57.16,"AppsRetrieval":5.3,"CodeFeedbackMT":45.4,"CodeFeedbackST":66.32,"CodeSearchNetCCRetrieval (go)":42.45,"CodeSearchNetCCRetrieval (java)":54.08,"CodeSearchNetCCRetrieval (javascript)":57.78,"CodeSearchNetCCRetrieval (php)":45.3,"CodeSearchNetCCRetrieval (python)":56.7,"CodeSearchNetCCRetrieval (ruby)":59.09,"CodeSearchNetRetrieval (go)":91.5,"CodeSearchNetRetrieval (java)":82.0,"CodeSearchNetRetrieval (javascript)":70.2,"CodeSearchNetRetrieval (php)":83.86,"CodeSearchNetRetrieval (python)":86.99,"CodeSearchNetRetrieval (ruby)":76.44,"CodeTransOceanContest":49.87,"CodeTransOceanDL":20.66,"CosQA":27.23,"StackOverflowQA":70.96,"SyntheticText2SQL":51.02}
27
  {"index":22,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":56.83,"AppsRetrieval":14.17,"CodeFeedbackMT":46.59,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":45.59,"CodeSearchNetCCRetrieval (java)":51.14,"CodeSearchNetCCRetrieval (javascript)":56.58,"CodeSearchNetCCRetrieval (php)":40.48,"CodeSearchNetCCRetrieval (python)":57.2,"CodeSearchNetCCRetrieval (ruby)":56.2,"CodeSearchNetRetrieval (go)":85.71,"CodeSearchNetRetrieval (java)":63.08,"CodeSearchNetRetrieval (javascript)":70.26,"CodeSearchNetRetrieval (php)":76.48,"CodeSearchNetRetrieval (python)":83.58,"CodeSearchNetRetrieval (ruby)":72.3,"CodeTransOceanContest":65.55,"CodeTransOceanDL":29.16,"CosQA":28.36,"StackOverflowQA":79.29,"SyntheticText2SQL":45.44}
28
  {"index":24,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.71,"AppsRetrieval":9.64,"CodeFeedbackMT":50.26,"CodeFeedbackST":68.77,"CodeSearchNetCCRetrieval (go)":43.79,"CodeSearchNetCCRetrieval (java)":56.55,"CodeSearchNetCCRetrieval (javascript)":58.62,"CodeSearchNetCCRetrieval (php)":44.61,"CodeSearchNetCCRetrieval (python)":61.3,"CodeSearchNetCCRetrieval (ruby)":55.57,"CodeSearchNetRetrieval (go)":85.89,"CodeSearchNetRetrieval (java)":68.1,"CodeSearchNetRetrieval (javascript)":62.39,"CodeSearchNetRetrieval (php)":76.27,"CodeSearchNetRetrieval (python)":81.0,"CodeSearchNetRetrieval (ruby)":70.06,"CodeTransOceanContest":66.52,"CodeTransOceanDL":21.23,"CosQA":27.05,"StackOverflowQA":79.92,"SyntheticText2SQL":46.72}
29
  {"index":7,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":56.59,"AppsRetrieval":5.64,"CodeFeedbackMT":35.09,"CodeFeedbackST":67.79,"CodeSearchNetCCRetrieval (go)":28.97,"CodeSearchNetCCRetrieval (java)":53.71,"CodeSearchNetCCRetrieval (javascript)":50.45,"CodeSearchNetCCRetrieval (php)":42.44,"CodeSearchNetCCRetrieval (python)":56.45,"CodeSearchNetCCRetrieval (ruby)":55.13,"CodeSearchNetRetrieval (go)":94.51,"CodeSearchNetRetrieval (java)":83.33,"CodeSearchNetRetrieval (javascript)":73.73,"CodeSearchNetRetrieval (php)":87.08,"CodeSearchNetRetrieval (python)":88.79,"CodeSearchNetRetrieval (ruby)":79.53,"CodeTransOceanContest":48.22,"CodeTransOceanDL":25.67,"CosQA":32.04,"StackOverflowQA":78.05,"SyntheticText2SQL":45.12}
30
+ {"index":31,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.0,"AppsRetrieval":9.31,"CodeFeedbackMT":44.23,"CodeFeedbackST":69.49,"CodeSearchNetCCRetrieval (go)":39.41,"CodeSearchNetCCRetrieval (java)":53.01,"CodeSearchNetCCRetrieval (javascript)":58.13,"CodeSearchNetCCRetrieval (php)":40.64,"CodeSearchNetCCRetrieval (python)":61.67,"CodeSearchNetCCRetrieval (ruby)":56.05,"CodeSearchNetRetrieval (go)":76.52,"CodeSearchNetRetrieval (java)":69.23,"CodeSearchNetRetrieval (javascript)":64.36,"CodeSearchNetRetrieval (php)":70.34,"CodeSearchNetRetrieval (python)":82.35,"CodeSearchNetRetrieval (ruby)":73.49,"CodeTransOceanContest":59.1,"CodeTransOceanDL":28.57,"CosQA":31.45,"StackOverflowQA":81.66,"SyntheticText2SQL":50.99}
31
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32
+ {"index":29,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
33
+ {"index":25,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q4_K_M-GGUF\">granite-embedding-278m-multilingual-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
34
+ {"index":26,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q8_0-GGUF\">granite-embedding-278m-multilingual-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
35
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36
+ {"index":27,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":47.42,"AppsRetrieval":4.54,"CodeFeedbackMT":23.46,"CodeFeedbackST":58.45,"CodeSearchNetCCRetrieval (go)":33.86,"CodeSearchNetCCRetrieval (java)":37.01,"CodeSearchNetCCRetrieval (javascript)":42.04,"CodeSearchNetCCRetrieval (php)":30.79,"CodeSearchNetCCRetrieval (python)":41.58,"CodeSearchNetCCRetrieval (ruby)":44.53,"CodeSearchNetRetrieval (go)":82.22,"CodeSearchNetRetrieval (java)":67.04,"CodeSearchNetRetrieval (javascript)":67.24,"CodeSearchNetRetrieval (php)":69.79,"CodeSearchNetRetrieval (python)":79.04,"CodeSearchNetRetrieval (ruby)":70.83,"CodeTransOceanContest":43.65,"CodeTransOceanDL":18.15,"CosQA":28.29,"StackOverflowQA":66.58,"SyntheticText2SQL":39.34}
37
+ {"index":49,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.01,"AppsRetrieval":3.21,"CodeFeedbackMT":28.06,"CodeFeedbackST":52.83,"CodeSearchNetCCRetrieval (go)":32.67,"CodeSearchNetCCRetrieval (java)":35.98,"CodeSearchNetCCRetrieval (javascript)":48.94,"CodeSearchNetCCRetrieval (php)":28.61,"CodeSearchNetCCRetrieval (python)":46.49,"CodeSearchNetCCRetrieval (ruby)":47.35,"CodeSearchNetRetrieval (go)":70.52,"CodeSearchNetRetrieval (java)":42.15,"CodeSearchNetRetrieval (javascript)":52.91,"CodeSearchNetRetrieval (php)":55.98,"CodeSearchNetRetrieval (python)":71.17,"CodeSearchNetRetrieval (ruby)":60.79,"CodeTransOceanContest":41.2,"CodeTransOceanDL":26.26,"CosQA":17.94,"StackOverflowQA":53.06,"SyntheticText2SQL":44.08}
38
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39
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40
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41
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42
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43
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44
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45
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50
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51
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52
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53
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54
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55
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boards_data/coir/data_tasks/Retrieval/default.jsonl CHANGED
@@ -1,53 +1,55 @@
1
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2
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3
  {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.86,"AppsRetrieval":35.13,"CodeFeedbackMT":50.64,"CodeFeedbackST":84.08,"CodeSearchNetCCRetrieval (go)":85.44,"CodeSearchNetCCRetrieval (java)":87.63,"CodeSearchNetCCRetrieval (javascript)":87.27,"CodeSearchNetCCRetrieval (php)":79.25,"CodeSearchNetCCRetrieval (python)":90.92,"CodeSearchNetCCRetrieval (ruby)":89.63,"CodeSearchNetRetrieval (go)":90.01,"CodeSearchNetRetrieval (java)":89.84,"CodeSearchNetRetrieval (javascript)":81.43,"CodeSearchNetRetrieval (php)":81.57,"CodeSearchNetRetrieval (python)":91.65,"CodeSearchNetRetrieval (ruby)":85.42,"CodeTransOceanContest":89.22,"CodeTransOceanDL":32.98,"CosQA":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL":60.39}
4
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5
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6
- {"index":37,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.81,"AppsRetrieval":34.89,"CodeFeedbackMT":39.87,"CodeFeedbackST":75.89,"CodeSearchNetCCRetrieval (go)":72.31,"CodeSearchNetCCRetrieval (java)":80.07,"CodeSearchNetCCRetrieval (javascript)":79.2,"CodeSearchNetCCRetrieval (php)":72.49,"CodeSearchNetCCRetrieval (python)":86.24,"CodeSearchNetCCRetrieval (ruby)":81.9,"CodeSearchNetRetrieval (go)":90.41,"CodeSearchNetRetrieval (java)":80.55,"CodeSearchNetRetrieval (javascript)":75.37,"CodeSearchNetRetrieval (php)":83.7,"CodeSearchNetRetrieval (python)":88.96,"CodeSearchNetRetrieval (ruby)":79.56,"CodeTransOceanContest":83.36,"CodeTransOceanDL":29.01,"CosQA":37.75,"StackOverflowQA":85.82,"SyntheticText2SQL":58.85}
7
- {"index":36,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.17,"AppsRetrieval":32.55,"CodeFeedbackMT":42.78,"CodeFeedbackST":74.26,"CodeSearchNetCCRetrieval (go)":72.08,"CodeSearchNetCCRetrieval (java)":78.65,"CodeSearchNetCCRetrieval (javascript)":77.67,"CodeSearchNetCCRetrieval (php)":72.21,"CodeSearchNetCCRetrieval (python)":84.45,"CodeSearchNetCCRetrieval (ruby)":81.94,"CodeSearchNetRetrieval (go)":91.8,"CodeSearchNetRetrieval (java)":82.05,"CodeSearchNetRetrieval (javascript)":75.54,"CodeSearchNetRetrieval (php)":84.5,"CodeSearchNetRetrieval (python)":89.42,"CodeSearchNetRetrieval (ruby)":81.43,"CodeTransOceanContest":74.03,"CodeTransOceanDL":31.28,"CosQA":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL":53.07}
8
  {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":68.66,"AppsRetrieval":28.39,"CodeFeedbackMT":57.66,"CodeFeedbackST":84.15,"CodeSearchNetCCRetrieval (go)":62.59,"CodeSearchNetCCRetrieval (java)":67.15,"CodeSearchNetCCRetrieval (javascript)":69.2,"CodeSearchNetCCRetrieval (php)":57.93,"CodeSearchNetCCRetrieval (python)":75.41,"CodeSearchNetCCRetrieval (ruby)":65.18,"CodeSearchNetRetrieval (go)":94.26,"CodeSearchNetRetrieval (java)":86.49,"CodeSearchNetRetrieval (javascript)":79.82,"CodeSearchNetRetrieval (php)":84.52,"CodeSearchNetRetrieval (python)":91.93,"CodeSearchNetRetrieval (ruby)":84.76,"CodeTransOceanContest":81.83,"CodeTransOceanDL":32.17,"CosQA":32.24,"StackOverflowQA":84.35,"SyntheticText2SQL":53.22}
9
  {"index":15,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.7,"AppsRetrieval":26.11,"CodeFeedbackMT":40.33,"CodeFeedbackST":78.07,"CodeSearchNetCCRetrieval (go)":62.02,"CodeSearchNetCCRetrieval (java)":67.75,"CodeSearchNetCCRetrieval (javascript)":69.09,"CodeSearchNetCCRetrieval (php)":52.44,"CodeSearchNetCCRetrieval (python)":70.38,"CodeSearchNetCCRetrieval (ruby)":65.21,"CodeSearchNetRetrieval (go)":93.28,"CodeSearchNetRetrieval (java)":84.03,"CodeSearchNetRetrieval (javascript)":81.47,"CodeSearchNetRetrieval (php)":83.39,"CodeSearchNetRetrieval (python)":92.26,"CodeSearchNetRetrieval (ruby)":85.94,"CodeTransOceanContest":83.52,"CodeTransOceanDL":32.93,"CosQA":34.31,"StackOverflowQA":92.28,"SyntheticText2SQL":59.29}
10
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11
  {"index":2,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":66.43,"AppsRetrieval":30.19,"CodeFeedbackMT":52.15,"CodeFeedbackST":82.57,"CodeSearchNetCCRetrieval (go)":59.7,"CodeSearchNetCCRetrieval (java)":60.42,"CodeSearchNetCCRetrieval (javascript)":63.28,"CodeSearchNetCCRetrieval (php)":49.08,"CodeSearchNetCCRetrieval (python)":70.64,"CodeSearchNetCCRetrieval (ruby)":61.95,"CodeSearchNetRetrieval (go)":91.95,"CodeSearchNetRetrieval (java)":85.39,"CodeSearchNetRetrieval (javascript)":78.19,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":91.17,"CodeSearchNetRetrieval (ruby)":84.58,"CodeTransOceanContest":77.71,"CodeTransOceanDL":29.84,"CosQA":31.74,"StackOverflowQA":91.02,"SyntheticText2SQL":55.6}
12
- {"index":52,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":65.8,"AppsRetrieval":17.01,"CodeFeedbackMT":60.48,"CodeFeedbackST":73.89,"CodeSearchNetCCRetrieval (go)":49.21,"CodeSearchNetCCRetrieval (java)":68.63,"CodeSearchNetCCRetrieval (javascript)":67.6,"CodeSearchNetCCRetrieval (php)":54.06,"CodeSearchNetCCRetrieval (python)":59.4,"CodeSearchNetCCRetrieval (ruby)":65.89,"CodeSearchNetRetrieval (go)":95.24,"CodeSearchNetRetrieval (java)":90.71,"CodeSearchNetRetrieval (javascript)":78.92,"CodeSearchNetRetrieval (php)":87.39,"CodeSearchNetRetrieval (python)":88.52,"CodeSearchNetRetrieval (ruby)":83.76,"CodeTransOceanContest":72.05,"CodeTransOceanDL":27.39,"CosQA":28.93,"StackOverflowQA":88.67,"SyntheticText2SQL":58.33}
13
- {"index":38,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.48,"AppsRetrieval":12.01,"CodeFeedbackMT":41.32,"CodeFeedbackST":72.67,"CodeSearchNetCCRetrieval (go)":69.66,"CodeSearchNetCCRetrieval (java)":75.58,"CodeSearchNetCCRetrieval (javascript)":77.6,"CodeSearchNetCCRetrieval (php)":69.38,"CodeSearchNetCCRetrieval (python)":80.75,"CodeSearchNetCCRetrieval (ruby)":72.75,"CodeSearchNetRetrieval (go)":90.3,"CodeSearchNetRetrieval (java)":74.96,"CodeSearchNetRetrieval (javascript)":69.53,"CodeSearchNetRetrieval (php)":80.28,"CodeSearchNetRetrieval (python)":86.31,"CodeSearchNetRetrieval (ruby)":76.58,"CodeTransOceanContest":69.76,"CodeTransOceanDL":32.3,"CosQA":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL":46.29}
14
  {"index":10,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":64.08,"AppsRetrieval":31.91,"CodeFeedbackMT":42.9,"CodeFeedbackST":74.19,"CodeSearchNetCCRetrieval (go)":46.68,"CodeSearchNetCCRetrieval (java)":60.47,"CodeSearchNetCCRetrieval (javascript)":60.54,"CodeSearchNetCCRetrieval (php)":49.65,"CodeSearchNetCCRetrieval (python)":66.39,"CodeSearchNetCCRetrieval (ruby)":61.72,"CodeSearchNetRetrieval (go)":92.42,"CodeSearchNetRetrieval (java)":80.11,"CodeSearchNetRetrieval (javascript)":76.56,"CodeSearchNetRetrieval (php)":84.47,"CodeSearchNetRetrieval (python)":89.87,"CodeSearchNetRetrieval (ruby)":81.6,"CodeTransOceanContest":70.25,"CodeTransOceanDL":30.14,"CosQA":32.58,"StackOverflowQA":89.42,"SyntheticText2SQL":59.79}
15
- {"index":32,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":63.33,"AppsRetrieval":14.18,"CodeFeedbackMT":47.83,"CodeFeedbackST":76.16,"CodeSearchNetCCRetrieval (go)":47.64,"CodeSearchNetCCRetrieval (java)":63.92,"CodeSearchNetCCRetrieval (javascript)":65.18,"CodeSearchNetCCRetrieval (php)":53.38,"CodeSearchNetCCRetrieval (python)":67.59,"CodeSearchNetCCRetrieval (ruby)":62.31,"CodeSearchNetRetrieval (go)":91.6,"CodeSearchNetRetrieval (java)":83.2,"CodeSearchNetRetrieval (javascript)":71.79,"CodeSearchNetRetrieval (php)":84.16,"CodeSearchNetRetrieval (python)":88.15,"CodeSearchNetRetrieval (ruby)":80.25,"CodeTransOceanContest":65.14,"CodeTransOceanDL":32.4,"CosQA":32.09,"StackOverflowQA":89.93,"SyntheticText2SQL":49.66}
16
- {"index":44,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.47,"AppsRetrieval":8.41,"CodeFeedbackMT":37.72,"CodeFeedbackST":69.32,"CodeSearchNetCCRetrieval (go)":61.44,"CodeSearchNetCCRetrieval (java)":68.88,"CodeSearchNetCCRetrieval (javascript)":67.99,"CodeSearchNetCCRetrieval (php)":59.22,"CodeSearchNetCCRetrieval (python)":71.83,"CodeSearchNetCCRetrieval (ruby)":66.42,"CodeSearchNetRetrieval (go)":88.25,"CodeSearchNetRetrieval (java)":65.11,"CodeSearchNetRetrieval (javascript)":65.58,"CodeSearchNetRetrieval (php)":74.47,"CodeSearchNetRetrieval (python)":81.01,"CodeSearchNetRetrieval (ruby)":74.53,"CodeTransOceanContest":70.58,"CodeTransOceanDL":29.45,"CosQA":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL":45.09}
17
  {"index":8,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":61.22,"AppsRetrieval":13.72,"CodeFeedbackMT":47.02,"CodeFeedbackST":74.82,"CodeSearchNetCCRetrieval (go)":36.29,"CodeSearchNetCCRetrieval (java)":56.76,"CodeSearchNetCCRetrieval (javascript)":57.62,"CodeSearchNetCCRetrieval (php)":46.64,"CodeSearchNetCCRetrieval (python)":60.38,"CodeSearchNetCCRetrieval (ruby)":59.15,"CodeSearchNetRetrieval (go)":93.29,"CodeSearchNetRetrieval (java)":80.68,"CodeSearchNetRetrieval (javascript)":72.14,"CodeSearchNetRetrieval (php)":84.07,"CodeSearchNetRetrieval (python)":87.89,"CodeSearchNetRetrieval (ruby)":80.01,"CodeTransOceanContest":65.28,"CodeTransOceanDL":31.38,"CosQA":30.65,"StackOverflowQA":89.35,"SyntheticText2SQL":57.2}
18
- {"index":30,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":60.97,"AppsRetrieval":11.52,"CodeFeedbackMT":41.56,"CodeFeedbackST":74.52,"CodeSearchNetCCRetrieval (go)":42.29,"CodeSearchNetCCRetrieval (java)":61.35,"CodeSearchNetCCRetrieval (javascript)":63.02,"CodeSearchNetCCRetrieval (php)":48.67,"CodeSearchNetCCRetrieval (python)":64.84,"CodeSearchNetCCRetrieval (ruby)":61.06,"CodeSearchNetRetrieval (go)":93.92,"CodeSearchNetRetrieval (java)":76.68,"CodeSearchNetRetrieval (javascript)":72.32,"CodeSearchNetRetrieval (php)":82.86,"CodeSearchNetRetrieval (python)":88.66,"CodeSearchNetRetrieval (ruby)":79.43,"CodeTransOceanContest":62.5,"CodeTransOceanDL":21.87,"CosQA":32.59,"StackOverflowQA":87.85,"SyntheticText2SQL":51.88}
19
  {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.65,"AppsRetrieval":7.57,"CodeFeedbackMT":36.89,"CodeFeedbackST":71.77,"CodeSearchNetCCRetrieval (go)":41.05,"CodeSearchNetCCRetrieval (java)":57.06,"CodeSearchNetCCRetrieval (javascript)":53.23,"CodeSearchNetCCRetrieval (php)":46.01,"CodeSearchNetCCRetrieval (python)":60.47,"CodeSearchNetCCRetrieval (ruby)":58.4,"CodeSearchNetRetrieval (go)":94.95,"CodeSearchNetRetrieval (java)":85.4,"CodeSearchNetRetrieval (javascript)":76.92,"CodeSearchNetRetrieval (php)":87.83,"CodeSearchNetRetrieval (python)":90.8,"CodeSearchNetRetrieval (ruby)":82.41,"CodeTransOceanContest":53.13,"CodeTransOceanDL":21.04,"CosQA":34.36,"StackOverflowQA":83.07,"SyntheticText2SQL":50.64}
20
  {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":59.01,"AppsRetrieval":8.27,"CodeFeedbackMT":39.34,"CodeFeedbackST":70.71,"CodeSearchNetCCRetrieval (go)":45.26,"CodeSearchNetCCRetrieval (java)":55.42,"CodeSearchNetCCRetrieval (javascript)":60.8,"CodeSearchNetCCRetrieval (php)":46.96,"CodeSearchNetCCRetrieval (python)":61.34,"CodeSearchNetCCRetrieval (ruby)":58.99,"CodeSearchNetRetrieval (go)":92.13,"CodeSearchNetRetrieval (java)":71.04,"CodeSearchNetRetrieval (javascript)":73.5,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":86.75,"CodeSearchNetRetrieval (ruby)":77.16,"CodeTransOceanContest":59.35,"CodeTransOceanDL":29.06,"CosQA":27.99,"StackOverflowQA":81.47,"SyntheticText2SQL":53.26}
21
- {"index":42,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.99,"AppsRetrieval":5.97,"CodeFeedbackMT":27.07,"CodeFeedbackST":61.01,"CodeSearchNetCCRetrieval (go)":63.52,"CodeSearchNetCCRetrieval (java)":67.51,"CodeSearchNetCCRetrieval (javascript)":70.13,"CodeSearchNetCCRetrieval (php)":60.81,"CodeSearchNetCCRetrieval (python)":71.1,"CodeSearchNetCCRetrieval (ruby)":72.28,"CodeSearchNetRetrieval (go)":89.06,"CodeSearchNetRetrieval (java)":53.2,"CodeSearchNetRetrieval (javascript)":67.52,"CodeSearchNetRetrieval (php)":77.36,"CodeSearchNetRetrieval (python)":82.09,"CodeSearchNetRetrieval (ruby)":74.77,"CodeTransOceanContest":59.86,"CodeTransOceanDL":19.94,"CosQA":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL":43.93}
22
- {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.47,"AppsRetrieval":6.6,"CodeFeedbackMT":35.62,"CodeFeedbackST":65.99,"CodeSearchNetCCRetrieval (go)":60.0,"CodeSearchNetCCRetrieval (java)":66.32,"CodeSearchNetCCRetrieval (javascript)":66.75,"CodeSearchNetCCRetrieval (php)":58.42,"CodeSearchNetCCRetrieval (python)":71.29,"CodeSearchNetCCRetrieval (ruby)":69.32,"CodeSearchNetRetrieval (go)":79.84,"CodeSearchNetRetrieval (java)":51.65,"CodeSearchNetRetrieval (javascript)":63.62,"CodeSearchNetRetrieval (php)":70.82,"CodeSearchNetRetrieval (python)":79.28,"CodeSearchNetRetrieval (ruby)":72.84,"CodeTransOceanContest":61.78,"CodeTransOceanDL":27.94,"CosQA":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL":44.35}
23
- {"index":31,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.17,"AppsRetrieval":9.18,"CodeFeedbackMT":45.83,"CodeFeedbackST":73.29,"CodeSearchNetCCRetrieval (go)":42.42,"CodeSearchNetCCRetrieval (java)":55.47,"CodeSearchNetCCRetrieval (javascript)":60.51,"CodeSearchNetCCRetrieval (php)":44.14,"CodeSearchNetCCRetrieval (python)":63.21,"CodeSearchNetCCRetrieval (ruby)":57.91,"CodeSearchNetRetrieval (go)":80.19,"CodeSearchNetRetrieval (java)":75.38,"CodeSearchNetRetrieval (javascript)":64.28,"CodeSearchNetRetrieval (php)":72.31,"CodeSearchNetRetrieval (python)":83.25,"CodeSearchNetRetrieval (ruby)":74.52,"CodeTransOceanContest":63.15,"CodeTransOceanDL":31.77,"CosQA":32.86,"StackOverflowQA":82.85,"SyntheticText2SQL":50.85}
24
  {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.96,"AppsRetrieval":6.45,"CodeFeedbackMT":33.65,"CodeFeedbackST":70.0,"CodeSearchNetCCRetrieval (go)":34.6,"CodeSearchNetCCRetrieval (java)":56.21,"CodeSearchNetCCRetrieval (javascript)":54.23,"CodeSearchNetCCRetrieval (php)":44.15,"CodeSearchNetCCRetrieval (python)":59.77,"CodeSearchNetCCRetrieval (ruby)":56.37,"CodeSearchNetRetrieval (go)":95.42,"CodeSearchNetRetrieval (java)":81.05,"CodeSearchNetRetrieval (javascript)":75.78,"CodeSearchNetRetrieval (php)":87.99,"CodeSearchNetRetrieval (python)":89.09,"CodeSearchNetRetrieval (ruby)":81.33,"CodeTransOceanContest":45.65,"CodeTransOceanDL":23.49,"CosQA":33.71,"StackOverflowQA":80.23,"SyntheticText2SQL":49.98}
25
- {"index":26,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":57.38,"AppsRetrieval":11.79,"CodeFeedbackMT":42.14,"CodeFeedbackST":75.28,"CodeSearchNetCCRetrieval (go)":38.75,"CodeSearchNetCCRetrieval (java)":50.72,"CodeSearchNetCCRetrieval (javascript)":52.03,"CodeSearchNetCCRetrieval (php)":39.66,"CodeSearchNetCCRetrieval (python)":51.41,"CodeSearchNetCCRetrieval (ruby)":53.17,"CodeSearchNetRetrieval (go)":83.69,"CodeSearchNetRetrieval (java)":69.41,"CodeSearchNetRetrieval (javascript)":72.84,"CodeSearchNetRetrieval (php)":75.13,"CodeSearchNetRetrieval (python)":83.63,"CodeSearchNetRetrieval (ruby)":76.81,"CodeTransOceanContest":66.73,"CodeTransOceanDL":29.6,"CosQA":36.62,"StackOverflowQA":89.85,"SyntheticText2SQL":48.41}
26
- {"index":40,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":57.16,"AppsRetrieval":5.3,"CodeFeedbackMT":45.4,"CodeFeedbackST":66.32,"CodeSearchNetCCRetrieval (go)":42.45,"CodeSearchNetCCRetrieval (java)":54.08,"CodeSearchNetCCRetrieval (javascript)":57.78,"CodeSearchNetCCRetrieval (php)":45.3,"CodeSearchNetCCRetrieval (python)":56.7,"CodeSearchNetCCRetrieval (ruby)":59.09,"CodeSearchNetRetrieval (go)":91.5,"CodeSearchNetRetrieval (java)":82.0,"CodeSearchNetRetrieval (javascript)":70.2,"CodeSearchNetRetrieval (php)":83.86,"CodeSearchNetRetrieval (python)":86.99,"CodeSearchNetRetrieval (ruby)":76.44,"CodeTransOceanContest":49.87,"CodeTransOceanDL":20.66,"CosQA":27.23,"StackOverflowQA":70.96,"SyntheticText2SQL":51.02}
27
  {"index":22,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":56.83,"AppsRetrieval":14.17,"CodeFeedbackMT":46.59,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":45.59,"CodeSearchNetCCRetrieval (java)":51.14,"CodeSearchNetCCRetrieval (javascript)":56.58,"CodeSearchNetCCRetrieval (php)":40.48,"CodeSearchNetCCRetrieval (python)":57.2,"CodeSearchNetCCRetrieval (ruby)":56.2,"CodeSearchNetRetrieval (go)":85.71,"CodeSearchNetRetrieval (java)":63.08,"CodeSearchNetRetrieval (javascript)":70.26,"CodeSearchNetRetrieval (php)":76.48,"CodeSearchNetRetrieval (python)":83.58,"CodeSearchNetRetrieval (ruby)":72.3,"CodeTransOceanContest":65.55,"CodeTransOceanDL":29.16,"CosQA":28.36,"StackOverflowQA":79.29,"SyntheticText2SQL":45.44}
28
  {"index":24,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.71,"AppsRetrieval":9.64,"CodeFeedbackMT":50.26,"CodeFeedbackST":68.77,"CodeSearchNetCCRetrieval (go)":43.79,"CodeSearchNetCCRetrieval (java)":56.55,"CodeSearchNetCCRetrieval (javascript)":58.62,"CodeSearchNetCCRetrieval (php)":44.61,"CodeSearchNetCCRetrieval (python)":61.3,"CodeSearchNetCCRetrieval (ruby)":55.57,"CodeSearchNetRetrieval (go)":85.89,"CodeSearchNetRetrieval (java)":68.1,"CodeSearchNetRetrieval (javascript)":62.39,"CodeSearchNetRetrieval (php)":76.27,"CodeSearchNetRetrieval (python)":81.0,"CodeSearchNetRetrieval (ruby)":70.06,"CodeTransOceanContest":66.52,"CodeTransOceanDL":21.23,"CosQA":27.05,"StackOverflowQA":79.92,"SyntheticText2SQL":46.72}
29
  {"index":7,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":56.59,"AppsRetrieval":5.64,"CodeFeedbackMT":35.09,"CodeFeedbackST":67.79,"CodeSearchNetCCRetrieval (go)":28.97,"CodeSearchNetCCRetrieval (java)":53.71,"CodeSearchNetCCRetrieval (javascript)":50.45,"CodeSearchNetCCRetrieval (php)":42.44,"CodeSearchNetCCRetrieval (python)":56.45,"CodeSearchNetCCRetrieval (ruby)":55.13,"CodeSearchNetRetrieval (go)":94.51,"CodeSearchNetRetrieval (java)":83.33,"CodeSearchNetRetrieval (javascript)":73.73,"CodeSearchNetRetrieval (php)":87.08,"CodeSearchNetRetrieval (python)":88.79,"CodeSearchNetRetrieval (ruby)":79.53,"CodeTransOceanContest":48.22,"CodeTransOceanDL":25.67,"CosQA":32.04,"StackOverflowQA":78.05,"SyntheticText2SQL":45.12}
30
- {"index":29,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.0,"AppsRetrieval":9.31,"CodeFeedbackMT":44.23,"CodeFeedbackST":69.49,"CodeSearchNetCCRetrieval (go)":39.41,"CodeSearchNetCCRetrieval (java)":53.01,"CodeSearchNetCCRetrieval (javascript)":58.13,"CodeSearchNetCCRetrieval (php)":40.64,"CodeSearchNetCCRetrieval (python)":61.67,"CodeSearchNetCCRetrieval (ruby)":56.05,"CodeSearchNetRetrieval (go)":76.52,"CodeSearchNetRetrieval (java)":69.23,"CodeSearchNetRetrieval (javascript)":64.36,"CodeSearchNetRetrieval (php)":70.34,"CodeSearchNetRetrieval (python)":82.35,"CodeSearchNetRetrieval (ruby)":73.49,"CodeTransOceanContest":59.1,"CodeTransOceanDL":28.57,"CosQA":31.45,"StackOverflowQA":81.66,"SyntheticText2SQL":50.99}
31
- {"index":28,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":55.78,"AppsRetrieval":6.2,"CodeFeedbackMT":37.76,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":42.09,"CodeSearchNetCCRetrieval (java)":52.54,"CodeSearchNetCCRetrieval (javascript)":53.1,"CodeSearchNetCCRetrieval (php)":41.81,"CodeSearchNetCCRetrieval (python)":53.59,"CodeSearchNetCCRetrieval (ruby)":51.69,"CodeSearchNetRetrieval (go)":84.92,"CodeSearchNetRetrieval (java)":69.45,"CodeSearchNetRetrieval (javascript)":71.38,"CodeSearchNetRetrieval (php)":73.45,"CodeSearchNetRetrieval (python)":84.36,"CodeSearchNetRetrieval (ruby)":75.27,"CodeTransOceanContest":57.48,"CodeTransOceanDL":26.89,"CosQA":35.45,"StackOverflowQA":83.93,"SyntheticText2SQL":44.77}
32
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33
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34
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35
- {"index":47,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.01,"AppsRetrieval":3.21,"CodeFeedbackMT":28.06,"CodeFeedbackST":52.83,"CodeSearchNetCCRetrieval (go)":32.67,"CodeSearchNetCCRetrieval (java)":35.98,"CodeSearchNetCCRetrieval (javascript)":48.94,"CodeSearchNetCCRetrieval (php)":28.61,"CodeSearchNetCCRetrieval (python)":46.49,"CodeSearchNetCCRetrieval (ruby)":47.35,"CodeSearchNetRetrieval (go)":70.52,"CodeSearchNetRetrieval (java)":42.15,"CodeSearchNetRetrieval (javascript)":52.91,"CodeSearchNetRetrieval (php)":55.98,"CodeSearchNetRetrieval (python)":71.17,"CodeSearchNetRetrieval (ruby)":60.79,"CodeTransOceanContest":41.2,"CodeTransOceanDL":26.26,"CosQA":17.94,"StackOverflowQA":53.06,"SyntheticText2SQL":44.08}
36
- {"index":46,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.41,"AppsRetrieval":2.34,"CodeFeedbackMT":11.43,"CodeFeedbackST":35.34,"CodeSearchNetCCRetrieval (go)":26.63,"CodeSearchNetCCRetrieval (java)":42.1,"CodeSearchNetCCRetrieval (javascript)":57.46,"CodeSearchNetCCRetrieval (php)":29.8,"CodeSearchNetCCRetrieval (python)":53.43,"CodeSearchNetCCRetrieval (ruby)":55.02,"CodeSearchNetRetrieval (go)":67.23,"CodeSearchNetRetrieval (java)":45.56,"CodeSearchNetRetrieval (javascript)":48.34,"CodeSearchNetRetrieval (php)":48.3,"CodeSearchNetRetrieval (python)":65.54,"CodeSearchNetRetrieval (ruby)":60.19,"CodeTransOceanContest":27.94,"CodeTransOceanDL":16.71,"CosQA":16.57,"StackOverflowQA":43.11,"SyntheticText2SQL":35.22}
37
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38
- {"index":18,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.55,"AppsRetrieval":2.26,"CodeFeedbackMT":24.65,"CodeFeedbackST":39.86,"CodeSearchNetCCRetrieval (go)":27.72,"CodeSearchNetCCRetrieval (java)":33.75,"CodeSearchNetCCRetrieval (javascript)":39.74,"CodeSearchNetCCRetrieval (php)":24.25,"CodeSearchNetCCRetrieval (python)":29.56,"CodeSearchNetCCRetrieval (ruby)":36.38,"CodeSearchNetRetrieval (go)":49.06,"CodeSearchNetRetrieval (java)":33.58,"CodeSearchNetRetrieval (javascript)":45.1,"CodeSearchNetRetrieval (php)":44.36,"CodeSearchNetRetrieval (python)":59.24,"CodeSearchNetRetrieval (ruby)":49.67,"CodeTransOceanContest":32.93,"CodeTransOceanDL":32.37,"CosQA":8.76,"StackOverflowQA":38.16,"SyntheticText2SQL":39.52}
39
- {"index":45,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":33.5,"AppsRetrieval":2.0,"CodeFeedbackMT":12.53,"CodeFeedbackST":32.53,"CodeSearchNetCCRetrieval (go)":28.54,"CodeSearchNetCCRetrieval (java)":26.23,"CodeSearchNetCCRetrieval (javascript)":43.56,"CodeSearchNetCCRetrieval (php)":16.3,"CodeSearchNetCCRetrieval (python)":44.49,"CodeSearchNetCCRetrieval (ruby)":43.84,"CodeSearchNetRetrieval (go)":61.49,"CodeSearchNetRetrieval (java)":32.49,"CodeSearchNetRetrieval (javascript)":46.41,"CodeSearchNetRetrieval (php)":45.01,"CodeSearchNetRetrieval (python)":58.15,"CodeSearchNetRetrieval (ruby)":56.44,"CodeTransOceanContest":25.67,"CodeTransOceanDL":11.65,"CosQA":14.24,"StackOverflowQA":37.94,"SyntheticText2SQL":30.57}
40
- {"index":48,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":26.22,"AppsRetrieval":1.25,"CodeFeedbackMT":18.67,"CodeFeedbackST":25.37,"CodeSearchNetCCRetrieval (go)":17.14,"CodeSearchNetCCRetrieval (java)":23.17,"CodeSearchNetCCRetrieval (javascript)":27.6,"CodeSearchNetCCRetrieval (php)":17.53,"CodeSearchNetCCRetrieval (python)":32.45,"CodeSearchNetCCRetrieval (ruby)":37.08,"CodeSearchNetRetrieval (go)":34.78,"CodeSearchNetRetrieval (java)":20.77,"CodeSearchNetRetrieval (javascript)":24.46,"CodeSearchNetRetrieval (php)":30.9,"CodeSearchNetRetrieval (python)":47.77,"CodeSearchNetRetrieval (ruby)":39.47,"CodeTransOceanContest":23.44,"CodeTransOceanDL":32.03,"CosQA":7.22,"StackOverflowQA":31.97,"SyntheticText2SQL":31.4}
41
- {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":22.19,"AppsRetrieval":1.06,"CodeFeedbackMT":11.83,"CodeFeedbackST":27.39,"CodeSearchNetCCRetrieval (go)":13.48,"CodeSearchNetCCRetrieval (java)":16.81,"CodeSearchNetCCRetrieval (javascript)":22.88,"CodeSearchNetCCRetrieval (php)":9.08,"CodeSearchNetCCRetrieval (python)":15.45,"CodeSearchNetCCRetrieval (ruby)":25.8,"CodeSearchNetRetrieval (go)":45.46,"CodeSearchNetRetrieval (java)":17.15,"CodeSearchNetRetrieval (javascript)":30.73,"CodeSearchNetRetrieval (php)":23.3,"CodeSearchNetRetrieval (python)":44.22,"CodeSearchNetRetrieval (ruby)":37.01,"CodeTransOceanContest":18.25,"CodeTransOceanDL":26.66,"CosQA":2.89,"StackOverflowQA":25.25,"SyntheticText2SQL":29.15}
42
- {"index":49,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":20.2,"AppsRetrieval":1.31,"CodeFeedbackMT":12.67,"CodeFeedbackST":22.08,"CodeSearchNetCCRetrieval (go)":8.65,"CodeSearchNetCCRetrieval (java)":9.18,"CodeSearchNetCCRetrieval (javascript)":16.51,"CodeSearchNetCCRetrieval (php)":8.02,"CodeSearchNetCCRetrieval (python)":17.26,"CodeSearchNetCCRetrieval (ruby)":21.38,"CodeSearchNetRetrieval (go)":32.32,"CodeSearchNetRetrieval (java)":18.91,"CodeSearchNetRetrieval (javascript)":22.2,"CodeSearchNetRetrieval (php)":26.69,"CodeSearchNetRetrieval (python)":39.52,"CodeSearchNetRetrieval (ruby)":34.56,"CodeTransOceanContest":17.87,"CodeTransOceanDL":26.42,"CosQA":11.36,"StackOverflowQA":32.47,"SyntheticText2SQL":24.54}
43
- {"index":20,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":19.93,"AppsRetrieval":0.44,"CodeFeedbackMT":26.04,"CodeFeedbackST":20.27,"CodeSearchNetCCRetrieval (go)":13.02,"CodeSearchNetCCRetrieval (java)":15.62,"CodeSearchNetCCRetrieval (javascript)":25.81,"CodeSearchNetCCRetrieval (php)":16.02,"CodeSearchNetCCRetrieval (python)":19.13,"CodeSearchNetCCRetrieval (ruby)":28.35,"CodeSearchNetRetrieval (go)":22.91,"CodeSearchNetRetrieval (java)":16.8,"CodeSearchNetRetrieval (javascript)":16.11,"CodeSearchNetRetrieval (php)":18.93,"CodeSearchNetRetrieval (python)":34.54,"CodeSearchNetRetrieval (ruby)":26.85,"CodeTransOceanContest":19.41,"CodeTransOceanDL":34.02,"CosQA":4.48,"StackOverflowQA":19.97,"SyntheticText2SQL":19.8}
44
- {"index":19,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":13.23,"AppsRetrieval":0.27,"CodeFeedbackMT":13.47,"CodeFeedbackST":8.09,"CodeSearchNetCCRetrieval (go)":10.31,"CodeSearchNetCCRetrieval (java)":15.11,"CodeSearchNetCCRetrieval (javascript)":20.43,"CodeSearchNetCCRetrieval (php)":11.37,"CodeSearchNetCCRetrieval (python)":11.11,"CodeSearchNetCCRetrieval (ruby)":21.66,"CodeSearchNetRetrieval (go)":13.54,"CodeSearchNetRetrieval (java)":10.23,"CodeSearchNetRetrieval (javascript)":9.78,"CodeSearchNetRetrieval (php)":9.12,"CodeSearchNetRetrieval (python)":20.82,"CodeSearchNetRetrieval (ruby)":17.34,"CodeTransOceanContest":13.36,"CodeTransOceanDL":33.44,"CosQA":3.73,"StackOverflowQA":16.66,"SyntheticText2SQL":4.72}
45
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46
- {"index":16,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":8.54,"AppsRetrieval":0.23,"CodeFeedbackMT":5.6,"CodeFeedbackST":5.33,"CodeSearchNetCCRetrieval (go)":3.82,"CodeSearchNetCCRetrieval (java)":5.22,"CodeSearchNetCCRetrieval (javascript)":8.44,"CodeSearchNetCCRetrieval (php)":3.76,"CodeSearchNetCCRetrieval (python)":5.89,"CodeSearchNetCCRetrieval (ruby)":12.6,"CodeSearchNetRetrieval (go)":10.42,"CodeSearchNetRetrieval (java)":4.77,"CodeSearchNetRetrieval (javascript)":9.82,"CodeSearchNetRetrieval (php)":9.82,"CodeSearchNetRetrieval (python)":15.0,"CodeSearchNetRetrieval (ruby)":11.82,"CodeTransOceanContest":11.01,"CodeTransOceanDL":28.95,"CosQA":0.56,"StackOverflowQA":8.95,"SyntheticText2SQL":8.82}
47
- {"index":13,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":7.46,"AppsRetrieval":0.29,"CodeFeedbackMT":5.54,"CodeFeedbackST":5.55,"CodeSearchNetCCRetrieval (go)":3.93,"CodeSearchNetCCRetrieval (java)":5.2,"CodeSearchNetCCRetrieval (javascript)":7.57,"CodeSearchNetCCRetrieval (php)":3.92,"CodeSearchNetCCRetrieval (python)":4.46,"CodeSearchNetCCRetrieval (ruby)":10.55,"CodeSearchNetRetrieval (go)":7.78,"CodeSearchNetRetrieval (java)":6.09,"CodeSearchNetRetrieval (javascript)":6.01,"CodeSearchNetRetrieval (php)":4.98,"CodeSearchNetRetrieval (python)":11.06,"CodeSearchNetRetrieval (ruby)":10.14,"CodeTransOceanContest":9.55,"CodeTransOceanDL":29.35,"CosQA":0.88,"StackOverflowQA":6.97,"SyntheticText2SQL":9.32}
48
- {"index":17,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":6.73,"AppsRetrieval":0.19,"CodeFeedbackMT":5.2,"CodeFeedbackST":3.78,"CodeSearchNetCCRetrieval (go)":3.2,"CodeSearchNetCCRetrieval (java)":4.12,"CodeSearchNetCCRetrieval (javascript)":4.77,"CodeSearchNetCCRetrieval (php)":2.43,"CodeSearchNetCCRetrieval (python)":4.27,"CodeSearchNetCCRetrieval (ruby)":11.04,"CodeSearchNetRetrieval (go)":7.18,"CodeSearchNetRetrieval (java)":5.06,"CodeSearchNetRetrieval (javascript)":6.59,"CodeSearchNetRetrieval (php)":6.07,"CodeSearchNetRetrieval (python)":10.29,"CodeSearchNetRetrieval (ruby)":7.29,"CodeTransOceanContest":9.79,"CodeTransOceanDL":31.48,"CosQA":0.35,"StackOverflowQA":6.87,"SyntheticText2SQL":4.57}
49
- {"index":23,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":6.35,"AppsRetrieval":0.05,"CodeFeedbackMT":3.15,"CodeFeedbackST":2.06,"CodeSearchNetCCRetrieval (go)":7.66,"CodeSearchNetCCRetrieval (java)":10.38,"CodeSearchNetCCRetrieval (javascript)":11.29,"CodeSearchNetCCRetrieval (php)":4.16,"CodeSearchNetCCRetrieval (python)":2.74,"CodeSearchNetCCRetrieval (ruby)":10.7,"CodeSearchNetRetrieval (go)":7.74,"CodeSearchNetRetrieval (java)":6.66,"CodeSearchNetRetrieval (javascript)":4.17,"CodeSearchNetRetrieval (php)":2.69,"CodeSearchNetRetrieval (python)":7.02,"CodeSearchNetRetrieval (ruby)":4.92,"CodeTransOceanContest":5.93,"CodeTransOceanDL":28.11,"CosQA":0.16,"StackOverflowQA":6.63,"SyntheticText2SQL":0.76}
50
- {"index":12,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.76,"AppsRetrieval":0.04,"CodeFeedbackMT":8.43,"CodeFeedbackST":3.66,"CodeSearchNetCCRetrieval (go)":4.52,"CodeSearchNetCCRetrieval (java)":5.94,"CodeSearchNetCCRetrieval (javascript)":8.05,"CodeSearchNetCCRetrieval (php)":4.64,"CodeSearchNetCCRetrieval (python)":3.77,"CodeSearchNetCCRetrieval (ruby)":9.34,"CodeSearchNetRetrieval (go)":2.67,"CodeSearchNetRetrieval (java)":2.8,"CodeSearchNetRetrieval (javascript)":2.31,"CodeSearchNetRetrieval (php)":1.9,"CodeSearchNetRetrieval (python)":6.47,"CodeSearchNetRetrieval (ruby)":5.26,"CodeTransOceanContest":5.49,"CodeTransOceanDL":29.16,"CosQA":0.14,"StackOverflowQA":8.75,"SyntheticText2SQL":1.79}
51
- {"index":39,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":0.38,"AppsRetrieval":0.05,"CodeFeedbackMT":0.03,"CodeFeedbackST":0.02,"CodeSearchNetCCRetrieval (go)":0.03,"CodeSearchNetCCRetrieval (java)":0.03,"CodeSearchNetCCRetrieval (javascript)":0.08,"CodeSearchNetCCRetrieval (php)":0.0,"CodeSearchNetCCRetrieval (python)":0.0,"CodeSearchNetCCRetrieval (ruby)":0.11,"CodeSearchNetRetrieval (go)":0.81,"CodeSearchNetRetrieval (java)":0.73,"CodeSearchNetRetrieval (javascript)":0.36,"CodeSearchNetRetrieval (php)":0.41,"CodeSearchNetRetrieval (python)":0.83,"CodeSearchNetRetrieval (ruby)":0.66,"CodeTransOceanContest":1.3,"CodeTransOceanDL":1.92,"CosQA":0.0,"StackOverflowQA":0.24,"SyntheticText2SQL":0.0}
52
- {"index":0,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","AppsRetrieval":"","CodeFeedbackMT":"","CodeFeedbackST":"","CodeSearchNetCCRetrieval (go)":"","CodeSearchNetCCRetrieval (java)":"","CodeSearchNetCCRetrieval (javascript)":"","CodeSearchNetCCRetrieval (php)":"","CodeSearchNetCCRetrieval (python)":"","CodeSearchNetCCRetrieval (ruby)":"","CodeSearchNetRetrieval (go)":"","CodeSearchNetRetrieval (java)":"","CodeSearchNetRetrieval (javascript)":"","CodeSearchNetRetrieval (php)":"","CodeSearchNetRetrieval (python)":"","CodeSearchNetRetrieval (ruby)":"","CodeTransOceanContest":"","CodeTransOceanDL":"","CosQA":"","StackOverflowQA":89.41,"SyntheticText2SQL":""}
53
- {"index":6,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AppsRetrieval":"","CodeFeedbackMT":"","CodeFeedbackST":"","CodeSearchNetCCRetrieval (go)":"","CodeSearchNetCCRetrieval (java)":"","CodeSearchNetCCRetrieval (javascript)":"","CodeSearchNetCCRetrieval (php)":"","CodeSearchNetCCRetrieval (python)":"","CodeSearchNetCCRetrieval (ruby)":"","CodeSearchNetRetrieval (go)":"","CodeSearchNetRetrieval (java)":"","CodeSearchNetRetrieval (javascript)":"","CodeSearchNetRetrieval (php)":"","CodeSearchNetRetrieval (python)":"","CodeSearchNetRetrieval (ruby)":"","CodeTransOceanContest":"","CodeTransOceanDL":"","CosQA":"","StackOverflowQA":80.6,"SyntheticText2SQL":""}
 
 
 
1
+ {"index":52,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/voyageai\/voyage-code-3\">voyage-code-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":85.51,"AppsRetrieval":93.62,"CodeFeedbackMT":93.58,"CodeFeedbackST":90.67,"CodeSearchNetCCRetrieval (go)":91.76,"CodeSearchNetCCRetrieval (java)":90.19,"CodeSearchNetCCRetrieval (javascript)":91.53,"CodeSearchNetCCRetrieval (php)":83.39,"CodeSearchNetCCRetrieval (python)":94.43,"CodeSearchNetCCRetrieval (ruby)":89.26,"CodeSearchNetRetrieval (go)":97.5,"CodeSearchNetRetrieval (java)":94.51,"CodeSearchNetRetrieval (javascript)":89.98,"CodeSearchNetRetrieval (php)":92.29,"CodeSearchNetRetrieval (python)":96.69,"CodeSearchNetRetrieval (ruby)":92.83,"CodeTransOceanContest":94.96,"CodeTransOceanDL":38.57,"CosQA":34.45,"StackOverflowQA":97.17,"SyntheticText2SQL":62.87}
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":77.41,"AppsRetrieval":73.03,"CodeFeedbackMT":66.69,"CodeFeedbackST":83.02,"CodeSearchNetCCRetrieval (go)":75.78,"CodeSearchNetCCRetrieval (java)":79.75,"CodeSearchNetCCRetrieval (javascript)":81.06,"CodeSearchNetCCRetrieval (php)":71.3,"CodeSearchNetCCRetrieval (python)":79.8,"CodeSearchNetCCRetrieval (ruby)":79.51,"CodeSearchNetRetrieval (go)":97.36,"CodeSearchNetRetrieval (java)":93.56,"CodeSearchNetRetrieval (javascript)":87.26,"CodeSearchNetRetrieval (php)":91.69,"CodeSearchNetRetrieval (python)":93.04,"CodeSearchNetRetrieval (ruby)":90.89,"CodeTransOceanContest":89.92,"CodeTransOceanDL":33.92,"CosQA":28.7,"StackOverflowQA":94.33,"SyntheticText2SQL":57.56}
3
  {"index":14,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.86,"AppsRetrieval":35.13,"CodeFeedbackMT":50.64,"CodeFeedbackST":84.08,"CodeSearchNetCCRetrieval (go)":85.44,"CodeSearchNetCCRetrieval (java)":87.63,"CodeSearchNetCCRetrieval (javascript)":87.27,"CodeSearchNetCCRetrieval (php)":79.25,"CodeSearchNetCCRetrieval (python)":90.92,"CodeSearchNetCCRetrieval (ruby)":89.63,"CodeSearchNetRetrieval (go)":90.01,"CodeSearchNetRetrieval (java)":89.84,"CodeSearchNetRetrieval (javascript)":81.43,"CodeSearchNetRetrieval (php)":81.57,"CodeSearchNetRetrieval (python)":91.65,"CodeSearchNetRetrieval (ruby)":85.42,"CodeTransOceanContest":89.22,"CodeTransOceanDL":32.98,"CosQA":31.24,"StackOverflowQA":93.37,"SyntheticText2SQL":60.39}
4
+ {"index":53,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":73.51,"AppsRetrieval":28.37,"CodeFeedbackMT":68.92,"CodeFeedbackST":80.42,"CodeSearchNetCCRetrieval (go)":67.19,"CodeSearchNetCCRetrieval (java)":77.23,"CodeSearchNetCCRetrieval (javascript)":77.36,"CodeSearchNetCCRetrieval (php)":65.83,"CodeSearchNetCCRetrieval (python)":76.01,"CodeSearchNetCCRetrieval (ruby)":75.43,"CodeSearchNetRetrieval (go)":96.48,"CodeSearchNetRetrieval (java)":93.18,"CodeSearchNetRetrieval (javascript)":83.14,"CodeSearchNetRetrieval (php)":89.89,"CodeSearchNetRetrieval (python)":92.36,"CodeSearchNetRetrieval (ruby)":87.96,"CodeTransOceanContest":84.25,"CodeTransOceanDL":34.23,"CosQA":31.0,"StackOverflowQA":92.44,"SyntheticText2SQL":68.45}
5
+ {"index":35,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.36,"AppsRetrieval":23.46,"CodeFeedbackMT":36.4,"CodeFeedbackST":76.41,"CodeSearchNetCCRetrieval (go)":84.05,"CodeSearchNetCCRetrieval (java)":86.21,"CodeSearchNetCCRetrieval (javascript)":86.18,"CodeSearchNetCCRetrieval (php)":75.95,"CodeSearchNetCCRetrieval (python)":90.6,"CodeSearchNetCCRetrieval (ruby)":85.89,"CodeSearchNetRetrieval (go)":93.06,"CodeSearchNetRetrieval (java)":84.08,"CodeSearchNetRetrieval (javascript)":80.93,"CodeSearchNetRetrieval (php)":83.14,"CodeSearchNetRetrieval (python)":91.75,"CodeSearchNetRetrieval (ruby)":85.37,"CodeTransOceanContest":88.58,"CodeTransOceanDL":31.74,"CosQA":33.1,"StackOverflowQA":91.02,"SyntheticText2SQL":59.2}
6
+ {"index":39,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.81,"AppsRetrieval":34.89,"CodeFeedbackMT":39.87,"CodeFeedbackST":75.89,"CodeSearchNetCCRetrieval (go)":72.31,"CodeSearchNetCCRetrieval (java)":80.07,"CodeSearchNetCCRetrieval (javascript)":79.2,"CodeSearchNetCCRetrieval (php)":72.49,"CodeSearchNetCCRetrieval (python)":86.24,"CodeSearchNetCCRetrieval (ruby)":81.9,"CodeSearchNetRetrieval (go)":90.41,"CodeSearchNetRetrieval (java)":80.55,"CodeSearchNetRetrieval (javascript)":75.37,"CodeSearchNetRetrieval (php)":83.7,"CodeSearchNetRetrieval (python)":88.96,"CodeSearchNetRetrieval (ruby)":79.56,"CodeTransOceanContest":83.36,"CodeTransOceanDL":29.01,"CosQA":37.75,"StackOverflowQA":85.82,"SyntheticText2SQL":58.85}
7
+ {"index":38,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.17,"AppsRetrieval":32.55,"CodeFeedbackMT":42.78,"CodeFeedbackST":74.26,"CodeSearchNetCCRetrieval (go)":72.08,"CodeSearchNetCCRetrieval (java)":78.65,"CodeSearchNetCCRetrieval (javascript)":77.67,"CodeSearchNetCCRetrieval (php)":72.21,"CodeSearchNetCCRetrieval (python)":84.45,"CodeSearchNetCCRetrieval (ruby)":81.94,"CodeSearchNetRetrieval (go)":91.8,"CodeSearchNetRetrieval (java)":82.05,"CodeSearchNetRetrieval (javascript)":75.54,"CodeSearchNetRetrieval (php)":84.5,"CodeSearchNetRetrieval (python)":89.42,"CodeSearchNetRetrieval (ruby)":81.43,"CodeTransOceanContest":74.03,"CodeTransOceanDL":31.28,"CosQA":34.8,"StackOverflowQA":88.89,"SyntheticText2SQL":53.07}
8
  {"index":3,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":68.66,"AppsRetrieval":28.39,"CodeFeedbackMT":57.66,"CodeFeedbackST":84.15,"CodeSearchNetCCRetrieval (go)":62.59,"CodeSearchNetCCRetrieval (java)":67.15,"CodeSearchNetCCRetrieval (javascript)":69.2,"CodeSearchNetCCRetrieval (php)":57.93,"CodeSearchNetCCRetrieval (python)":75.41,"CodeSearchNetCCRetrieval (ruby)":65.18,"CodeSearchNetRetrieval (go)":94.26,"CodeSearchNetRetrieval (java)":86.49,"CodeSearchNetRetrieval (javascript)":79.82,"CodeSearchNetRetrieval (php)":84.52,"CodeSearchNetRetrieval (python)":91.93,"CodeSearchNetRetrieval (ruby)":84.76,"CodeTransOceanContest":81.83,"CodeTransOceanDL":32.17,"CosQA":32.24,"StackOverflowQA":84.35,"SyntheticText2SQL":53.22}
9
  {"index":15,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.7,"AppsRetrieval":26.11,"CodeFeedbackMT":40.33,"CodeFeedbackST":78.07,"CodeSearchNetCCRetrieval (go)":62.02,"CodeSearchNetCCRetrieval (java)":67.75,"CodeSearchNetCCRetrieval (javascript)":69.09,"CodeSearchNetCCRetrieval (php)":52.44,"CodeSearchNetCCRetrieval (python)":70.38,"CodeSearchNetCCRetrieval (ruby)":65.21,"CodeSearchNetRetrieval (go)":93.28,"CodeSearchNetRetrieval (java)":84.03,"CodeSearchNetRetrieval (javascript)":81.47,"CodeSearchNetRetrieval (php)":83.39,"CodeSearchNetRetrieval (python)":92.26,"CodeSearchNetRetrieval (ruby)":85.94,"CodeTransOceanContest":83.52,"CodeTransOceanDL":32.93,"CosQA":34.31,"StackOverflowQA":92.28,"SyntheticText2SQL":59.29}
10
+ {"index":37,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.07,"AppsRetrieval":20.94,"CodeFeedbackMT":43.18,"CodeFeedbackST":72.61,"CodeSearchNetCCRetrieval (go)":72.29,"CodeSearchNetCCRetrieval (java)":78.85,"CodeSearchNetCCRetrieval (javascript)":78.44,"CodeSearchNetCCRetrieval (php)":72.02,"CodeSearchNetCCRetrieval (python)":85.37,"CodeSearchNetCCRetrieval (ruby)":81.92,"CodeSearchNetRetrieval (go)":89.47,"CodeSearchNetRetrieval (java)":78.39,"CodeSearchNetRetrieval (javascript)":71.4,"CodeSearchNetRetrieval (php)":81.05,"CodeSearchNetRetrieval (python)":85.68,"CodeSearchNetRetrieval (ruby)":78.24,"CodeTransOceanContest":51.89,"CodeTransOceanDL":29.88,"CosQA":31.12,"StackOverflowQA":85.11,"SyntheticText2SQL":53.61}
11
  {"index":2,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":66.43,"AppsRetrieval":30.19,"CodeFeedbackMT":52.15,"CodeFeedbackST":82.57,"CodeSearchNetCCRetrieval (go)":59.7,"CodeSearchNetCCRetrieval (java)":60.42,"CodeSearchNetCCRetrieval (javascript)":63.28,"CodeSearchNetCCRetrieval (php)":49.08,"CodeSearchNetCCRetrieval (python)":70.64,"CodeSearchNetCCRetrieval (ruby)":61.95,"CodeSearchNetRetrieval (go)":91.95,"CodeSearchNetRetrieval (java)":85.39,"CodeSearchNetRetrieval (javascript)":78.19,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":91.17,"CodeSearchNetRetrieval (ruby)":84.58,"CodeTransOceanContest":77.71,"CodeTransOceanDL":29.84,"CosQA":31.74,"StackOverflowQA":91.02,"SyntheticText2SQL":55.6}
12
+ {"index":54,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":65.8,"AppsRetrieval":17.01,"CodeFeedbackMT":60.48,"CodeFeedbackST":73.89,"CodeSearchNetCCRetrieval (go)":49.21,"CodeSearchNetCCRetrieval (java)":68.63,"CodeSearchNetCCRetrieval (javascript)":67.6,"CodeSearchNetCCRetrieval (php)":54.06,"CodeSearchNetCCRetrieval (python)":59.4,"CodeSearchNetCCRetrieval (ruby)":65.89,"CodeSearchNetRetrieval (go)":95.24,"CodeSearchNetRetrieval (java)":90.71,"CodeSearchNetRetrieval (javascript)":78.92,"CodeSearchNetRetrieval (php)":87.39,"CodeSearchNetRetrieval (python)":88.52,"CodeSearchNetRetrieval (ruby)":83.76,"CodeTransOceanContest":72.05,"CodeTransOceanDL":27.39,"CosQA":28.93,"StackOverflowQA":88.67,"SyntheticText2SQL":58.33}
13
+ {"index":40,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.48,"AppsRetrieval":12.01,"CodeFeedbackMT":41.32,"CodeFeedbackST":72.67,"CodeSearchNetCCRetrieval (go)":69.66,"CodeSearchNetCCRetrieval (java)":75.58,"CodeSearchNetCCRetrieval (javascript)":77.6,"CodeSearchNetCCRetrieval (php)":69.38,"CodeSearchNetCCRetrieval (python)":80.75,"CodeSearchNetCCRetrieval (ruby)":72.75,"CodeSearchNetRetrieval (go)":90.3,"CodeSearchNetRetrieval (java)":74.96,"CodeSearchNetRetrieval (javascript)":69.53,"CodeSearchNetRetrieval (php)":80.28,"CodeSearchNetRetrieval (python)":86.31,"CodeSearchNetRetrieval (ruby)":76.58,"CodeTransOceanContest":69.76,"CodeTransOceanDL":32.3,"CosQA":29.61,"StackOverflowQA":81.94,"SyntheticText2SQL":46.29}
14
  {"index":10,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":64.08,"AppsRetrieval":31.91,"CodeFeedbackMT":42.9,"CodeFeedbackST":74.19,"CodeSearchNetCCRetrieval (go)":46.68,"CodeSearchNetCCRetrieval (java)":60.47,"CodeSearchNetCCRetrieval (javascript)":60.54,"CodeSearchNetCCRetrieval (php)":49.65,"CodeSearchNetCCRetrieval (python)":66.39,"CodeSearchNetCCRetrieval (ruby)":61.72,"CodeSearchNetRetrieval (go)":92.42,"CodeSearchNetRetrieval (java)":80.11,"CodeSearchNetRetrieval (javascript)":76.56,"CodeSearchNetRetrieval (php)":84.47,"CodeSearchNetRetrieval (python)":89.87,"CodeSearchNetRetrieval (ruby)":81.6,"CodeTransOceanContest":70.25,"CodeTransOceanDL":30.14,"CosQA":32.58,"StackOverflowQA":89.42,"SyntheticText2SQL":59.79}
15
+ {"index":34,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":63.33,"AppsRetrieval":14.18,"CodeFeedbackMT":47.83,"CodeFeedbackST":76.16,"CodeSearchNetCCRetrieval (go)":47.64,"CodeSearchNetCCRetrieval (java)":63.92,"CodeSearchNetCCRetrieval (javascript)":65.18,"CodeSearchNetCCRetrieval (php)":53.38,"CodeSearchNetCCRetrieval (python)":67.59,"CodeSearchNetCCRetrieval (ruby)":62.31,"CodeSearchNetRetrieval (go)":91.6,"CodeSearchNetRetrieval (java)":83.2,"CodeSearchNetRetrieval (javascript)":71.79,"CodeSearchNetRetrieval (php)":84.16,"CodeSearchNetRetrieval (python)":88.15,"CodeSearchNetRetrieval (ruby)":80.25,"CodeTransOceanContest":65.14,"CodeTransOceanDL":32.4,"CosQA":32.09,"StackOverflowQA":89.93,"SyntheticText2SQL":49.66}
16
+ {"index":46,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":61.47,"AppsRetrieval":8.41,"CodeFeedbackMT":37.72,"CodeFeedbackST":69.32,"CodeSearchNetCCRetrieval (go)":61.44,"CodeSearchNetCCRetrieval (java)":68.88,"CodeSearchNetCCRetrieval (javascript)":67.99,"CodeSearchNetCCRetrieval (php)":59.22,"CodeSearchNetCCRetrieval (python)":71.83,"CodeSearchNetCCRetrieval (ruby)":66.42,"CodeSearchNetRetrieval (go)":88.25,"CodeSearchNetRetrieval (java)":65.11,"CodeSearchNetRetrieval (javascript)":65.58,"CodeSearchNetRetrieval (php)":74.47,"CodeSearchNetRetrieval (python)":81.01,"CodeSearchNetRetrieval (ruby)":74.53,"CodeTransOceanContest":70.58,"CodeTransOceanDL":29.45,"CosQA":33.71,"StackOverflowQA":90.32,"SyntheticText2SQL":45.09}
17
  {"index":8,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":61.22,"AppsRetrieval":13.72,"CodeFeedbackMT":47.02,"CodeFeedbackST":74.82,"CodeSearchNetCCRetrieval (go)":36.29,"CodeSearchNetCCRetrieval (java)":56.76,"CodeSearchNetCCRetrieval (javascript)":57.62,"CodeSearchNetCCRetrieval (php)":46.64,"CodeSearchNetCCRetrieval (python)":60.38,"CodeSearchNetCCRetrieval (ruby)":59.15,"CodeSearchNetRetrieval (go)":93.29,"CodeSearchNetRetrieval (java)":80.68,"CodeSearchNetRetrieval (javascript)":72.14,"CodeSearchNetRetrieval (php)":84.07,"CodeSearchNetRetrieval (python)":87.89,"CodeSearchNetRetrieval (ruby)":80.01,"CodeTransOceanContest":65.28,"CodeTransOceanDL":31.38,"CosQA":30.65,"StackOverflowQA":89.35,"SyntheticText2SQL":57.2}
18
+ {"index":32,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":60.97,"AppsRetrieval":11.52,"CodeFeedbackMT":41.56,"CodeFeedbackST":74.52,"CodeSearchNetCCRetrieval (go)":42.29,"CodeSearchNetCCRetrieval (java)":61.35,"CodeSearchNetCCRetrieval (javascript)":63.02,"CodeSearchNetCCRetrieval (php)":48.67,"CodeSearchNetCCRetrieval (python)":64.84,"CodeSearchNetCCRetrieval (ruby)":61.06,"CodeSearchNetRetrieval (go)":93.92,"CodeSearchNetRetrieval (java)":76.68,"CodeSearchNetRetrieval (javascript)":72.32,"CodeSearchNetRetrieval (php)":82.86,"CodeSearchNetRetrieval (python)":88.66,"CodeSearchNetRetrieval (ruby)":79.43,"CodeTransOceanContest":62.5,"CodeTransOceanDL":21.87,"CosQA":32.59,"StackOverflowQA":87.85,"SyntheticText2SQL":51.88}
19
  {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.65,"AppsRetrieval":7.57,"CodeFeedbackMT":36.89,"CodeFeedbackST":71.77,"CodeSearchNetCCRetrieval (go)":41.05,"CodeSearchNetCCRetrieval (java)":57.06,"CodeSearchNetCCRetrieval (javascript)":53.23,"CodeSearchNetCCRetrieval (php)":46.01,"CodeSearchNetCCRetrieval (python)":60.47,"CodeSearchNetCCRetrieval (ruby)":58.4,"CodeSearchNetRetrieval (go)":94.95,"CodeSearchNetRetrieval (java)":85.4,"CodeSearchNetRetrieval (javascript)":76.92,"CodeSearchNetRetrieval (php)":87.83,"CodeSearchNetRetrieval (python)":90.8,"CodeSearchNetRetrieval (ruby)":82.41,"CodeTransOceanContest":53.13,"CodeTransOceanDL":21.04,"CosQA":34.36,"StackOverflowQA":83.07,"SyntheticText2SQL":50.64}
20
  {"index":9,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":59.01,"AppsRetrieval":8.27,"CodeFeedbackMT":39.34,"CodeFeedbackST":70.71,"CodeSearchNetCCRetrieval (go)":45.26,"CodeSearchNetCCRetrieval (java)":55.42,"CodeSearchNetCCRetrieval (javascript)":60.8,"CodeSearchNetCCRetrieval (php)":46.96,"CodeSearchNetCCRetrieval (python)":61.34,"CodeSearchNetCCRetrieval (ruby)":58.99,"CodeSearchNetRetrieval (go)":92.13,"CodeSearchNetRetrieval (java)":71.04,"CodeSearchNetRetrieval (javascript)":73.5,"CodeSearchNetRetrieval (php)":81.35,"CodeSearchNetRetrieval (python)":86.75,"CodeSearchNetRetrieval (ruby)":77.16,"CodeTransOceanContest":59.35,"CodeTransOceanDL":29.06,"CosQA":27.99,"StackOverflowQA":81.47,"SyntheticText2SQL":53.26}
21
+ {"index":44,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.99,"AppsRetrieval":5.97,"CodeFeedbackMT":27.07,"CodeFeedbackST":61.01,"CodeSearchNetCCRetrieval (go)":63.52,"CodeSearchNetCCRetrieval (java)":67.51,"CodeSearchNetCCRetrieval (javascript)":70.13,"CodeSearchNetCCRetrieval (php)":60.81,"CodeSearchNetCCRetrieval (python)":71.1,"CodeSearchNetCCRetrieval (ruby)":72.28,"CodeSearchNetRetrieval (go)":89.06,"CodeSearchNetRetrieval (java)":53.2,"CodeSearchNetRetrieval (javascript)":67.52,"CodeSearchNetRetrieval (php)":77.36,"CodeSearchNetRetrieval (python)":82.09,"CodeSearchNetRetrieval (ruby)":74.77,"CodeTransOceanContest":59.86,"CodeTransOceanDL":19.94,"CosQA":32.09,"StackOverflowQA":80.63,"SyntheticText2SQL":43.93}
22
+ {"index":45,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.47,"AppsRetrieval":6.6,"CodeFeedbackMT":35.62,"CodeFeedbackST":65.99,"CodeSearchNetCCRetrieval (go)":60.0,"CodeSearchNetCCRetrieval (java)":66.32,"CodeSearchNetCCRetrieval (javascript)":66.75,"CodeSearchNetCCRetrieval (php)":58.42,"CodeSearchNetCCRetrieval (python)":71.29,"CodeSearchNetCCRetrieval (ruby)":69.32,"CodeSearchNetRetrieval (go)":79.84,"CodeSearchNetRetrieval (java)":51.65,"CodeSearchNetRetrieval (javascript)":63.62,"CodeSearchNetRetrieval (php)":70.82,"CodeSearchNetRetrieval (python)":79.28,"CodeSearchNetRetrieval (ruby)":72.84,"CodeTransOceanContest":61.78,"CodeTransOceanDL":27.94,"CosQA":33.02,"StackOverflowQA":83.96,"SyntheticText2SQL":44.35}
23
+ {"index":33,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.17,"AppsRetrieval":9.18,"CodeFeedbackMT":45.83,"CodeFeedbackST":73.29,"CodeSearchNetCCRetrieval (go)":42.42,"CodeSearchNetCCRetrieval (java)":55.47,"CodeSearchNetCCRetrieval (javascript)":60.51,"CodeSearchNetCCRetrieval (php)":44.14,"CodeSearchNetCCRetrieval (python)":63.21,"CodeSearchNetCCRetrieval (ruby)":57.91,"CodeSearchNetRetrieval (go)":80.19,"CodeSearchNetRetrieval (java)":75.38,"CodeSearchNetRetrieval (javascript)":64.28,"CodeSearchNetRetrieval (php)":72.31,"CodeSearchNetRetrieval (python)":83.25,"CodeSearchNetRetrieval (ruby)":74.52,"CodeTransOceanContest":63.15,"CodeTransOceanDL":31.77,"CosQA":32.86,"StackOverflowQA":82.85,"SyntheticText2SQL":50.85}
24
  {"index":4,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.96,"AppsRetrieval":6.45,"CodeFeedbackMT":33.65,"CodeFeedbackST":70.0,"CodeSearchNetCCRetrieval (go)":34.6,"CodeSearchNetCCRetrieval (java)":56.21,"CodeSearchNetCCRetrieval (javascript)":54.23,"CodeSearchNetCCRetrieval (php)":44.15,"CodeSearchNetCCRetrieval (python)":59.77,"CodeSearchNetCCRetrieval (ruby)":56.37,"CodeSearchNetRetrieval (go)":95.42,"CodeSearchNetRetrieval (java)":81.05,"CodeSearchNetRetrieval (javascript)":75.78,"CodeSearchNetRetrieval (php)":87.99,"CodeSearchNetRetrieval (python)":89.09,"CodeSearchNetRetrieval (ruby)":81.33,"CodeTransOceanContest":45.65,"CodeTransOceanDL":23.49,"CosQA":33.71,"StackOverflowQA":80.23,"SyntheticText2SQL":49.98}
25
+ {"index":28,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":57.38,"AppsRetrieval":11.79,"CodeFeedbackMT":42.14,"CodeFeedbackST":75.28,"CodeSearchNetCCRetrieval (go)":38.75,"CodeSearchNetCCRetrieval (java)":50.72,"CodeSearchNetCCRetrieval (javascript)":52.03,"CodeSearchNetCCRetrieval (php)":39.66,"CodeSearchNetCCRetrieval (python)":51.41,"CodeSearchNetCCRetrieval (ruby)":53.17,"CodeSearchNetRetrieval (go)":83.69,"CodeSearchNetRetrieval (java)":69.41,"CodeSearchNetRetrieval (javascript)":72.84,"CodeSearchNetRetrieval (php)":75.13,"CodeSearchNetRetrieval (python)":83.63,"CodeSearchNetRetrieval (ruby)":76.81,"CodeTransOceanContest":66.73,"CodeTransOceanDL":29.6,"CosQA":36.62,"StackOverflowQA":89.85,"SyntheticText2SQL":48.41}
26
+ {"index":42,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":57.16,"AppsRetrieval":5.3,"CodeFeedbackMT":45.4,"CodeFeedbackST":66.32,"CodeSearchNetCCRetrieval (go)":42.45,"CodeSearchNetCCRetrieval (java)":54.08,"CodeSearchNetCCRetrieval (javascript)":57.78,"CodeSearchNetCCRetrieval (php)":45.3,"CodeSearchNetCCRetrieval (python)":56.7,"CodeSearchNetCCRetrieval (ruby)":59.09,"CodeSearchNetRetrieval (go)":91.5,"CodeSearchNetRetrieval (java)":82.0,"CodeSearchNetRetrieval (javascript)":70.2,"CodeSearchNetRetrieval (php)":83.86,"CodeSearchNetRetrieval (python)":86.99,"CodeSearchNetRetrieval (ruby)":76.44,"CodeTransOceanContest":49.87,"CodeTransOceanDL":20.66,"CosQA":27.23,"StackOverflowQA":70.96,"SyntheticText2SQL":51.02}
27
  {"index":22,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":56.83,"AppsRetrieval":14.17,"CodeFeedbackMT":46.59,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":45.59,"CodeSearchNetCCRetrieval (java)":51.14,"CodeSearchNetCCRetrieval (javascript)":56.58,"CodeSearchNetCCRetrieval (php)":40.48,"CodeSearchNetCCRetrieval (python)":57.2,"CodeSearchNetCCRetrieval (ruby)":56.2,"CodeSearchNetRetrieval (go)":85.71,"CodeSearchNetRetrieval (java)":63.08,"CodeSearchNetRetrieval (javascript)":70.26,"CodeSearchNetRetrieval (php)":76.48,"CodeSearchNetRetrieval (python)":83.58,"CodeSearchNetRetrieval (ruby)":72.3,"CodeTransOceanContest":65.55,"CodeTransOceanDL":29.16,"CosQA":28.36,"StackOverflowQA":79.29,"SyntheticText2SQL":45.44}
28
  {"index":24,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.71,"AppsRetrieval":9.64,"CodeFeedbackMT":50.26,"CodeFeedbackST":68.77,"CodeSearchNetCCRetrieval (go)":43.79,"CodeSearchNetCCRetrieval (java)":56.55,"CodeSearchNetCCRetrieval (javascript)":58.62,"CodeSearchNetCCRetrieval (php)":44.61,"CodeSearchNetCCRetrieval (python)":61.3,"CodeSearchNetCCRetrieval (ruby)":55.57,"CodeSearchNetRetrieval (go)":85.89,"CodeSearchNetRetrieval (java)":68.1,"CodeSearchNetRetrieval (javascript)":62.39,"CodeSearchNetRetrieval (php)":76.27,"CodeSearchNetRetrieval (python)":81.0,"CodeSearchNetRetrieval (ruby)":70.06,"CodeTransOceanContest":66.52,"CodeTransOceanDL":21.23,"CosQA":27.05,"StackOverflowQA":79.92,"SyntheticText2SQL":46.72}
29
  {"index":7,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":56.59,"AppsRetrieval":5.64,"CodeFeedbackMT":35.09,"CodeFeedbackST":67.79,"CodeSearchNetCCRetrieval (go)":28.97,"CodeSearchNetCCRetrieval (java)":53.71,"CodeSearchNetCCRetrieval (javascript)":50.45,"CodeSearchNetCCRetrieval (php)":42.44,"CodeSearchNetCCRetrieval (python)":56.45,"CodeSearchNetCCRetrieval (ruby)":55.13,"CodeSearchNetRetrieval (go)":94.51,"CodeSearchNetRetrieval (java)":83.33,"CodeSearchNetRetrieval (javascript)":73.73,"CodeSearchNetRetrieval (php)":87.08,"CodeSearchNetRetrieval (python)":88.79,"CodeSearchNetRetrieval (ruby)":79.53,"CodeTransOceanContest":48.22,"CodeTransOceanDL":25.67,"CosQA":32.04,"StackOverflowQA":78.05,"SyntheticText2SQL":45.12}
30
+ {"index":31,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.0,"AppsRetrieval":9.31,"CodeFeedbackMT":44.23,"CodeFeedbackST":69.49,"CodeSearchNetCCRetrieval (go)":39.41,"CodeSearchNetCCRetrieval (java)":53.01,"CodeSearchNetCCRetrieval (javascript)":58.13,"CodeSearchNetCCRetrieval (php)":40.64,"CodeSearchNetCCRetrieval (python)":61.67,"CodeSearchNetCCRetrieval (ruby)":56.05,"CodeSearchNetRetrieval (go)":76.52,"CodeSearchNetRetrieval (java)":69.23,"CodeSearchNetRetrieval (javascript)":64.36,"CodeSearchNetRetrieval (php)":70.34,"CodeSearchNetRetrieval (python)":82.35,"CodeSearchNetRetrieval (ruby)":73.49,"CodeTransOceanContest":59.1,"CodeTransOceanDL":28.57,"CosQA":31.45,"StackOverflowQA":81.66,"SyntheticText2SQL":50.99}
31
+ {"index":30,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":55.78,"AppsRetrieval":6.2,"CodeFeedbackMT":37.76,"CodeFeedbackST":69.42,"CodeSearchNetCCRetrieval (go)":42.09,"CodeSearchNetCCRetrieval (java)":52.54,"CodeSearchNetCCRetrieval (javascript)":53.1,"CodeSearchNetCCRetrieval (php)":41.81,"CodeSearchNetCCRetrieval (python)":53.59,"CodeSearchNetCCRetrieval (ruby)":51.69,"CodeSearchNetRetrieval (go)":84.92,"CodeSearchNetRetrieval (java)":69.45,"CodeSearchNetRetrieval (javascript)":71.38,"CodeSearchNetRetrieval (php)":73.45,"CodeSearchNetRetrieval (python)":84.36,"CodeSearchNetRetrieval (ruby)":75.27,"CodeTransOceanContest":57.48,"CodeTransOceanDL":26.89,"CosQA":35.45,"StackOverflowQA":83.93,"SyntheticText2SQL":44.77}
32
+ {"index":29,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
33
+ {"index":25,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q4_K_M-GGUF\">granite-embedding-278m-multilingual-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
34
+ {"index":26,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q8_0-GGUF\">granite-embedding-278m-multilingual-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":53.69,"AppsRetrieval":6.21,"CodeFeedbackMT":31.39,"CodeFeedbackST":67.72,"CodeSearchNetCCRetrieval (go)":37.55,"CodeSearchNetCCRetrieval (java)":45.54,"CodeSearchNetCCRetrieval (javascript)":46.02,"CodeSearchNetCCRetrieval (php)":35.94,"CodeSearchNetCCRetrieval (python)":45.53,"CodeSearchNetCCRetrieval (ruby)":47.55,"CodeSearchNetRetrieval (go)":86.14,"CodeSearchNetRetrieval (java)":70.89,"CodeSearchNetRetrieval (javascript)":70.34,"CodeSearchNetRetrieval (php)":72.93,"CodeSearchNetRetrieval (python)":83.12,"CodeSearchNetRetrieval (ruby)":74.74,"CodeTransOceanContest":60.83,"CodeTransOceanDL":32.14,"CosQA":33.45,"StackOverflowQA":78.45,"SyntheticText2SQL":47.34}
35
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36
+ {"index":27,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":47.42,"AppsRetrieval":4.54,"CodeFeedbackMT":23.46,"CodeFeedbackST":58.45,"CodeSearchNetCCRetrieval (go)":33.86,"CodeSearchNetCCRetrieval (java)":37.01,"CodeSearchNetCCRetrieval (javascript)":42.04,"CodeSearchNetCCRetrieval (php)":30.79,"CodeSearchNetCCRetrieval (python)":41.58,"CodeSearchNetCCRetrieval (ruby)":44.53,"CodeSearchNetRetrieval (go)":82.22,"CodeSearchNetRetrieval (java)":67.04,"CodeSearchNetRetrieval (javascript)":67.24,"CodeSearchNetRetrieval (php)":69.79,"CodeSearchNetRetrieval (python)":79.04,"CodeSearchNetRetrieval (ruby)":70.83,"CodeTransOceanContest":43.65,"CodeTransOceanDL":18.15,"CosQA":28.29,"StackOverflowQA":66.58,"SyntheticText2SQL":39.34}
37
+ {"index":49,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.01,"AppsRetrieval":3.21,"CodeFeedbackMT":28.06,"CodeFeedbackST":52.83,"CodeSearchNetCCRetrieval (go)":32.67,"CodeSearchNetCCRetrieval (java)":35.98,"CodeSearchNetCCRetrieval (javascript)":48.94,"CodeSearchNetCCRetrieval (php)":28.61,"CodeSearchNetCCRetrieval (python)":46.49,"CodeSearchNetCCRetrieval (ruby)":47.35,"CodeSearchNetRetrieval (go)":70.52,"CodeSearchNetRetrieval (java)":42.15,"CodeSearchNetRetrieval (javascript)":52.91,"CodeSearchNetRetrieval (php)":55.98,"CodeSearchNetRetrieval (python)":71.17,"CodeSearchNetRetrieval (ruby)":60.79,"CodeTransOceanContest":41.2,"CodeTransOceanDL":26.26,"CosQA":17.94,"StackOverflowQA":53.06,"SyntheticText2SQL":44.08}
38
+ {"index":48,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":39.41,"AppsRetrieval":2.34,"CodeFeedbackMT":11.43,"CodeFeedbackST":35.34,"CodeSearchNetCCRetrieval (go)":26.63,"CodeSearchNetCCRetrieval (java)":42.1,"CodeSearchNetCCRetrieval (javascript)":57.46,"CodeSearchNetCCRetrieval (php)":29.8,"CodeSearchNetCCRetrieval (python)":53.43,"CodeSearchNetCCRetrieval (ruby)":55.02,"CodeSearchNetRetrieval (go)":67.23,"CodeSearchNetRetrieval (java)":45.56,"CodeSearchNetRetrieval (javascript)":48.34,"CodeSearchNetRetrieval (php)":48.3,"CodeSearchNetRetrieval (python)":65.54,"CodeSearchNetRetrieval (ruby)":60.19,"CodeTransOceanContest":27.94,"CodeTransOceanDL":16.71,"CosQA":16.57,"StackOverflowQA":43.11,"SyntheticText2SQL":35.22}
39
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40
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41
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42
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48
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50
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51
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52
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53
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54
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55
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boards_data/de/data_tasks/STS/default.jsonl CHANGED
@@ -1,45 +1,45 @@
1
- {"index":74,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
2
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3
  {"index":32,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.68,"GermanSTSBenchmark":85.74,"STS22 (de-en)":61.61}
4
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5
  {"index":46,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
6
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7
  {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
8
- {"index":68,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.53,"GermanSTSBenchmark":84.84,"STS22 (de-en)":58.22}
9
  {"index":16,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":71.45,"GermanSTSBenchmark":81.1,"STS22 (de-en)":61.8}
10
  {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":71.11,"GermanSTSBenchmark":84.61,"STS22 (de-en)":57.62}
11
- {"index":67,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.12,"GermanSTSBenchmark":83.64,"STS22 (de-en)":56.59}
12
  {"index":52,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.17,"GermanSTSBenchmark":79.99,"STS22 (de-en)":58.35}
13
  {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.54,"GermanSTSBenchmark":81.1,"STS22 (de-en)":53.99}
14
- {"index":69,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":67.24,"GermanSTSBenchmark":78.42,"STS22 (de-en)":56.07}
15
- {"index":98,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.11,"GermanSTSBenchmark":83.41,"STS22 (de-en)":50.81}
16
- {"index":66,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.88,"GermanSTSBenchmark":78.86,"STS22 (de-en)":54.89}
17
- {"index":97,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.88,"GermanSTSBenchmark":79.1,"STS22 (de-en)":52.65}
18
  {"index":15,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":64.9,"GermanSTSBenchmark":76.78,"STS22 (de-en)":53.01}
19
- {"index":104,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":64.16,"GermanSTSBenchmark":83.32,"STS22 (de-en)":45.0}
20
- {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":61.14,"GermanSTSBenchmark":67.39,"STS22 (de-en)":54.9}
21
- {"index":88,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.02,"GermanSTSBenchmark":71.91,"STS22 (de-en)":50.14}
22
  {"index":14,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":60.18,"GermanSTSBenchmark":67.07,"STS22 (de-en)":53.28}
23
- {"index":63,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.58,"GermanSTSBenchmark":69.37,"STS22 (de-en)":49.8}
24
- {"index":61,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.44,"GermanSTSBenchmark":68.61,"STS22 (de-en)":50.28}
25
- {"index":60,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.36,"GermanSTSBenchmark":65.51,"STS22 (de-en)":49.21}
26
  {"index":10,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.2,"GermanSTSBenchmark":63.74,"STS22 (de-en)":50.66}
27
- {"index":84,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.84,"GermanSTSBenchmark":62.7,"STS22 (de-en)":50.97}
28
- {"index":91,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":55.5,"GermanSTSBenchmark":61.27,"STS22 (de-en)":49.73}
29
  {"index":54,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.84,"GermanSTSBenchmark":61.53,"STS22 (de-en)":48.14}
30
  {"index":9,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.72,"GermanSTSBenchmark":62.87,"STS22 (de-en)":46.58}
31
  {"index":12,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":54.59,"GermanSTSBenchmark":64.25,"STS22 (de-en)":44.93}
32
- {"index":65,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":54.5,"GermanSTSBenchmark":65.29,"STS22 (de-en)":43.7}
33
  {"index":51,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.36,"GermanSTSBenchmark":60.5,"STS22 (de-en)":46.23}
34
- {"index":102,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":52.92,"GermanSTSBenchmark":61.54,"STS22 (de-en)":44.31}
35
- {"index":89,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.87,"GermanSTSBenchmark":62.88,"STS22 (de-en)":42.86}
36
- {"index":90,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.3,"GermanSTSBenchmark":60.56,"STS22 (de-en)":44.04}
37
  {"index":55,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.11,"GermanSTSBenchmark":67.94,"STS22 (de-en)":34.28}
38
  {"index":48,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.79,"GermanSTSBenchmark":51.6,"STS22 (de-en)":47.98}
39
- {"index":70,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":43.72,"GermanSTSBenchmark":35.78,"STS22 (de-en)":51.66}
40
  {"index":19,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.31,"GermanSTSBenchmark":50.75,"STS22 (de-en)":35.87}
41
- {"index":103,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":39.52,"GermanSTSBenchmark":57.5,"STS22 (de-en)":21.55}
42
- {"index":71,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":36.48,"GermanSTSBenchmark":23.42,"STS22 (de-en)":49.55}
43
  {"index":50,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":35.44,"GermanSTSBenchmark":54.77,"STS22 (de-en)":16.12}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":35.24,"GermanSTSBenchmark":48.0,"STS22 (de-en)":22.47}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.72,"GermanSTSBenchmark":40.07,"STS22 (de-en)":27.38}
@@ -79,32 +79,34 @@
79
  {"index":44,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bhavnicksm\/brown-beetle-tiny-v1.1\">brown-beetle-tiny-v1.1<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":768,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":23.73}
80
  {"index":45,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":51.16}
81
  {"index":47,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cnmoro\/snowflake-arctic-embed-m-v2.0-cpu\">snowflake-arctic-embed-m-v2.0-cpu<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":52.69}
82
- {"index":56,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.23}
83
- {"index":57,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.18}
84
- {"index":58,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
85
- {"index":59,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.1}
86
- {"index":73,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":20.08,"STS22 (de-en)":""}
87
- {"index":75,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.49}
88
- {"index":77,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":38.54}
89
- {"index":78,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove\">M2V_base_glove<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":31.73}
90
- {"index":79,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_glove_subword\">M2V_base_glove_subword<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.59}
91
- {"index":80,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/M2V_base_output\">M2V_base_output<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":27.04}
92
- {"index":81,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-2M\">potion-base-2M<\/a>","Model Size (Million Parameters)":2,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":64,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":25.64}
93
- {"index":82,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-4M\">potion-base-4M<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":128,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":31.68}
94
- {"index":83,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/minishlab\/potion-base-8M\">potion-base-8M<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
95
- {"index":85,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.61}
96
- {"index":86,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.57}
97
- {"index":87,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":44.91}
98
- {"index":92,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":26.03}
99
- {"index":93,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.65}
100
- {"index":94,"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.51}
101
- {"index":95,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":48.76}
102
- {"index":96,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":53.63}
103
- {"index":99,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":46.9}
104
- {"index":100,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.93}
105
- {"index":101,"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.64}
106
- {"index":105,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Meta-Llama-3-8B-Instruct\">BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.31}
107
- {"index":106,"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Sheared-LLaMA\">BinGSE-Sheared-LLaMA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.85}
108
- {"index":107,"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/willalexm\/potion-base-8M-stf\">potion-base-8M-stf<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
109
- {"index":108,"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":82.32,"STS22 (de-en)":""}
110
- {"index":109,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":80.32,"STS22 (de-en)":""}
 
 
 
1
+ {"index":76,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
2
+ {"index":78,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":74.19,"GermanSTSBenchmark":87.5,"STS22 (de-en)":60.89}
3
  {"index":32,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.68,"GermanSTSBenchmark":85.74,"STS22 (de-en)":61.61}
4
+ {"index":66,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.02,"GermanSTSBenchmark":85.11,"STS22 (de-en)":60.92}
5
  {"index":46,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
6
+ {"index":74,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-de\">jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
7
  {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":72.14,"GermanSTSBenchmark":88.32,"STS22 (de-en)":55.97}
8
+ {"index":70,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.53,"GermanSTSBenchmark":84.84,"STS22 (de-en)":58.22}
9
  {"index":16,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":71.45,"GermanSTSBenchmark":81.1,"STS22 (de-en)":61.8}
10
  {"index":6,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":71.11,"GermanSTSBenchmark":84.61,"STS22 (de-en)":57.62}
11
+ {"index":69,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":70.12,"GermanSTSBenchmark":83.64,"STS22 (de-en)":56.59}
12
  {"index":52,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.17,"GermanSTSBenchmark":79.99,"STS22 (de-en)":58.35}
13
  {"index":5,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":67.54,"GermanSTSBenchmark":81.1,"STS22 (de-en)":53.99}
14
+ {"index":71,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":67.24,"GermanSTSBenchmark":78.42,"STS22 (de-en)":56.07}
15
+ {"index":100,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.11,"GermanSTSBenchmark":83.41,"STS22 (de-en)":50.81}
16
+ {"index":68,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.88,"GermanSTSBenchmark":78.86,"STS22 (de-en)":54.89}
17
+ {"index":99,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.88,"GermanSTSBenchmark":79.1,"STS22 (de-en)":52.65}
18
  {"index":15,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":64.9,"GermanSTSBenchmark":76.78,"STS22 (de-en)":53.01}
19
+ {"index":106,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":64.16,"GermanSTSBenchmark":83.32,"STS22 (de-en)":45.0}
20
+ {"index":64,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":61.14,"GermanSTSBenchmark":67.39,"STS22 (de-en)":54.9}
21
+ {"index":90,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.02,"GermanSTSBenchmark":71.91,"STS22 (de-en)":50.14}
22
  {"index":14,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":60.18,"GermanSTSBenchmark":67.07,"STS22 (de-en)":53.28}
23
+ {"index":65,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.58,"GermanSTSBenchmark":69.37,"STS22 (de-en)":49.8}
24
+ {"index":63,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.44,"GermanSTSBenchmark":68.61,"STS22 (de-en)":50.28}
25
+ {"index":62,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.36,"GermanSTSBenchmark":65.51,"STS22 (de-en)":49.21}
26
  {"index":10,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.2,"GermanSTSBenchmark":63.74,"STS22 (de-en)":50.66}
27
+ {"index":86,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.84,"GermanSTSBenchmark":62.7,"STS22 (de-en)":50.97}
28
+ {"index":93,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":55.5,"GermanSTSBenchmark":61.27,"STS22 (de-en)":49.73}
29
  {"index":54,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.84,"GermanSTSBenchmark":61.53,"STS22 (de-en)":48.14}
30
  {"index":9,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.72,"GermanSTSBenchmark":62.87,"STS22 (de-en)":46.58}
31
  {"index":12,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":54.59,"GermanSTSBenchmark":64.25,"STS22 (de-en)":44.93}
32
+ {"index":67,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":54.5,"GermanSTSBenchmark":65.29,"STS22 (de-en)":43.7}
33
  {"index":51,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.36,"GermanSTSBenchmark":60.5,"STS22 (de-en)":46.23}
34
+ {"index":104,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":52.92,"GermanSTSBenchmark":61.54,"STS22 (de-en)":44.31}
35
+ {"index":91,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.87,"GermanSTSBenchmark":62.88,"STS22 (de-en)":42.86}
36
+ {"index":92,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":52.3,"GermanSTSBenchmark":60.56,"STS22 (de-en)":44.04}
37
  {"index":55,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.11,"GermanSTSBenchmark":67.94,"STS22 (de-en)":34.28}
38
  {"index":48,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.79,"GermanSTSBenchmark":51.6,"STS22 (de-en)":47.98}
39
+ {"index":72,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":43.72,"GermanSTSBenchmark":35.78,"STS22 (de-en)":51.66}
40
  {"index":19,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.31,"GermanSTSBenchmark":50.75,"STS22 (de-en)":35.87}
41
+ {"index":105,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":39.52,"GermanSTSBenchmark":57.5,"STS22 (de-en)":21.55}
42
+ {"index":73,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":36.48,"GermanSTSBenchmark":23.42,"STS22 (de-en)":49.55}
43
  {"index":50,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":35.44,"GermanSTSBenchmark":54.77,"STS22 (de-en)":16.12}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":35.24,"GermanSTSBenchmark":48.0,"STS22 (de-en)":22.47}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.72,"GermanSTSBenchmark":40.07,"STS22 (de-en)":27.38}
 
79
  {"index":44,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bhavnicksm\/brown-beetle-tiny-v1.1\">brown-beetle-tiny-v1.1<\/a>","Model Size (Million Parameters)":4,"Memory Usage (GB, fp32)":0.01,"Embedding Dimensions":768,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":23.73}
80
  {"index":45,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":51.16}
81
  {"index":47,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cnmoro\/snowflake-arctic-embed-m-v2.0-cpu\">snowflake-arctic-embed-m-v2.0-cpu<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":52.69}
82
+ {"index":56,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q4_K_M-GGUF\">granite-embedding-278m-multilingual-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
83
+ {"index":57,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hongkeon\/granite-embedding-278m-multilingual-Q8_0-GGUF\">granite-embedding-278m-multilingual-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
84
+ {"index":58,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.23}
85
+ {"index":59,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-125m-english\">granite-embedding-125m-english<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.18}
86
+ {"index":60,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":60.04}
87
+ {"index":61,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-30m-english\">granite-embedding-30m-english<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.1}
88
+ {"index":75,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GermanSTSBenchmark":20.08,"STS22 (de-en)":""}
89
+ {"index":77,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":56.49}
90
+ {"index":79,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":38.54}
91
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92
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93
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94
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95
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96
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97
+ {"index":87,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.61}
98
+ {"index":88,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":54.57}
99
+ {"index":89,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":44.91}
100
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101
+ {"index":95,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":28.65}
102
+ {"index":96,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":47.51}
103
+ {"index":97,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":48.76}
104
+ {"index":98,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":53.63}
105
+ {"index":101,"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":46.9}
106
+ {"index":102,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.93}
107
+ {"index":103,"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":49.64}
108
+ {"index":107,"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Meta-Llama-3-8B-Instruct\">BinGSE-Meta-Llama-3-8B-Instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.31}
109
+ {"index":108,"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tsirif\/BinGSE-Sheared-LLaMA\">BinGSE-Sheared-LLaMA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GermanSTSBenchmark":"","STS22 (de-en)":58.85}
110
+ {"index":109,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/willalexm\/potion-base-8M-stf\">potion-base-8M-stf<\/a>","Model Size (Million Parameters)":8,"Memory Usage (GB, fp32)":0.03,"Embedding Dimensions":256,"Max Tokens":1000000,"Average":"","GermanSTSBenchmark":"","STS22 (de-en)":36.21}
111
+ {"index":110,"Rank":111,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":82.32,"STS22 (de-en)":""}
112
+ {"index":111,"Rank":112,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","GermanSTSBenchmark":80.32,"STS22 (de-en)":""}
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boards_data/ru/data_overall/default.jsonl CHANGED
@@ -1,26 +1,26 @@
1
  {"index":35,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (23 datasets)":71.0,"Classification Average (9 datasets)":73.67,"Clustering Average (3 datasets)":67.28,"PairClassification Average (1 datasets)":66.46,"Reranking Average (2 datasets)":71.56,"Retrieval Average (3 datasets)":77.03,"STS Average (3 datasets)":74.34,"MultilabelClassification Average (2 datasets)":52.21}
2
  {"index":23,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (23 datasets)":67.68,"Classification Average (9 datasets)":69.95,"Clustering Average (3 datasets)":64.3,"PairClassification Average (1 datasets)":58.93,"Reranking Average (2 datasets)":69.99,"Retrieval Average (3 datasets)":75.79,"STS Average (3 datasets)":74.63,"MultilabelClassification Average (2 datasets)":41.96}
3
  {"index":39,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (23 datasets)":67.45,"Classification Average (9 datasets)":73.7,"Clustering Average (3 datasets)":61.79,"PairClassification Average (1 datasets)":59.98,"Reranking Average (2 datasets)":68.94,"Retrieval Average (3 datasets)":68.08,"STS Average (3 datasets)":70.29,"MultilabelClassification Average (2 datasets)":44.85}
4
- {"index":57,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (23 datasets)":67.18,"Classification Average (9 datasets)":69.11,"Clustering Average (3 datasets)":64.24,"PairClassification Average (1 datasets)":60.81,"Reranking Average (2 datasets)":69.96,"Retrieval Average (3 datasets)":74.19,"STS Average (3 datasets)":73.71,"MultilabelClassification Average (2 datasets)":42.93}
5
- {"index":61,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":65.01,"Classification Average (9 datasets)":66.31,"Clustering Average (3 datasets)":63.13,"PairClassification Average (1 datasets)":63.89,"Reranking Average (2 datasets)":64.34,"Retrieval Average (3 datasets)":68.23,"STS Average (3 datasets)":76.48,"MultilabelClassification Average (2 datasets)":41.15}
6
  {"index":47,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":62.8,"Classification Average (9 datasets)":61.92,"Clustering Average (3 datasets)":53.66,"PairClassification Average (1 datasets)":65.07,"Reranking Average (2 datasets)":68.72,"Retrieval Average (3 datasets)":73.63,"STS Average (3 datasets)":76.75,"MultilabelClassification Average (2 datasets)":36.18}
7
  {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average (23 datasets)":61.9,"Classification Average (9 datasets)":65.02,"Clustering Average (3 datasets)":55.94,"PairClassification Average (1 datasets)":55.06,"Reranking Average (2 datasets)":63.74,"Retrieval Average (3 datasets)":66.92,"STS Average (3 datasets)":70.68,"MultilabelClassification Average (2 datasets)":37.68}
8
  {"index":36,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":61.77,"Classification Average (9 datasets)":62.74,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (2 datasets)":63.89,"Retrieval Average (3 datasets)":66.51,"STS Average (3 datasets)":73.97,"MultilabelClassification Average (2 datasets)":38.88}
9
  {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average (23 datasets)":61.64,"Classification Average (9 datasets)":65.21,"Clustering Average (3 datasets)":55.28,"PairClassification Average (1 datasets)":55.57,"Reranking Average (2 datasets)":62.3,"Retrieval Average (3 datasets)":66.13,"STS Average (3 datasets)":71.18,"MultilabelClassification Average (2 datasets)":36.46}
10
  {"index":11,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":61.58,"Classification Average (9 datasets)":60.46,"Clustering Average (3 datasets)":52.38,"PairClassification Average (1 datasets)":60.6,"Reranking Average (2 datasets)":69.7,"Retrieval Average (3 datasets)":74.79,"STS Average (3 datasets)":73.68,"MultilabelClassification Average (2 datasets)":34.86}
11
- {"index":60,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":61.41,"Classification Average (9 datasets)":61.01,"Clustering Average (3 datasets)":52.23,"PairClassification Average (1 datasets)":58.42,"Reranking Average (2 datasets)":69.66,"Retrieval Average (3 datasets)":74.04,"STS Average (3 datasets)":71.62,"MultilabelClassification Average (2 datasets)":36.01}
12
  {"index":26,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average (23 datasets)":60.48,"Classification Average (9 datasets)":61.58,"Clustering Average (3 datasets)":55.67,"PairClassification Average (1 datasets)":57.71,"Reranking Average (2 datasets)":63.16,"Retrieval Average (3 datasets)":66.17,"STS Average (3 datasets)":71.7,"MultilabelClassification Average (2 datasets)":36.1}
13
- {"index":88,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":59.39,"Classification Average (9 datasets)":59.23,"Clustering Average (3 datasets)":53.93,"PairClassification Average (1 datasets)":57.81,"Reranking Average (2 datasets)":63.04,"Retrieval Average (3 datasets)":63.68,"STS Average (3 datasets)":74.1,"MultilabelClassification Average (2 datasets)":36.93}
14
- {"index":59,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":58.34,"Classification Average (9 datasets)":58.26,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.98,"Reranking Average (2 datasets)":66.24,"Retrieval Average (3 datasets)":67.14,"STS Average (3 datasets)":70.16,"MultilabelClassification Average (2 datasets)":33.65}
15
  {"index":46,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":58.11,"Classification Average (9 datasets)":59.89,"Clustering Average (3 datasets)":53.26,"PairClassification Average (1 datasets)":59.76,"Reranking Average (2 datasets)":55.58,"Retrieval Average (3 datasets)":56.14,"STS Average (3 datasets)":74.35,"MultilabelClassification Average (2 datasets)":37.72}
16
- {"index":62,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":57.29,"Classification Average (9 datasets)":56.44,"Clustering Average (3 datasets)":51.35,"PairClassification Average (1 datasets)":55.14,"Reranking Average (2 datasets)":65.28,"Retrieval Average (3 datasets)":65.85,"STS Average (3 datasets)":69.48,"MultilabelClassification Average (2 datasets)":31.99}
17
- {"index":89,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (23 datasets)":53.46,"Classification Average (9 datasets)":55.01,"Clustering Average (3 datasets)":49.62,"PairClassification Average (1 datasets)":56.27,"Reranking Average (2 datasets)":54.94,"Retrieval Average (3 datasets)":46.69,"STS Average (3 datasets)":71.73,"MultilabelClassification Average (2 datasets)":32.06}
18
- {"index":84,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":52.65,"Classification Average (9 datasets)":56.88,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (2 datasets)":51.22,"Retrieval Average (3 datasets)":37.22,"STS Average (3 datasets)":68.98,"MultilabelClassification Average (2 datasets)":32.9}
19
- {"index":83,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":49.26,"Classification Average (9 datasets)":53.77,"Clustering Average (3 datasets)":47.76,"PairClassification Average (1 datasets)":58.56,"Reranking Average (2 datasets)":46.34,"Retrieval Average (3 datasets)":31.16,"STS Average (3 datasets)":66.17,"MultilabelClassification Average (2 datasets)":31.3}
20
  {"index":37,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":48.72,"Classification Average (9 datasets)":57.52,"Clustering Average (3 datasets)":51.29,"PairClassification Average (1 datasets)":51.97,"Reranking Average (2 datasets)":40.56,"Retrieval Average (3 datasets)":19.13,"STS Average (3 datasets)":64.4,"MultilabelClassification Average (2 datasets)":32.67}
21
- {"index":74,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":48.63,"Classification Average (9 datasets)":54.71,"Clustering Average (3 datasets)":47.74,"PairClassification Average (1 datasets)":55.71,"Reranking Average (2 datasets)":42.03,"Retrieval Average (3 datasets)":27.88,"STS Average (3 datasets)":65.52,"MultilabelClassification Average (2 datasets)":31.42}
22
  {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":48.23,"Classification Average (9 datasets)":54.98,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (2 datasets)":41.84,"Retrieval Average (3 datasets)":24.78,"STS Average (3 datasets)":65.91,"MultilabelClassification Average (2 datasets)":31.27}
23
- {"index":90,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average (23 datasets)":45.51,"Classification Average (9 datasets)":51.35,"Clustering Average (3 datasets)":44.35,"PairClassification Average (1 datasets)":54.56,"Reranking Average (2 datasets)":38.56,"Retrieval Average (3 datasets)":18.96,"STS Average (3 datasets)":68.04,"MultilabelClassification Average (2 datasets)":29.42}
24
  {"index":38,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":45.35,"Classification Average (9 datasets)":57.24,"Clustering Average (3 datasets)":50.43,"PairClassification Average (1 datasets)":50.17,"Reranking Average (2 datasets)":32.8,"Retrieval Average (3 datasets)":8.51,"STS Average (3 datasets)":57.21,"MultilabelClassification Average (2 datasets)":31.87}
25
  {"index":45,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (23 datasets)":42.4,"Classification Average (9 datasets)":52.17,"Clustering Average (3 datasets)":39.11,"PairClassification Average (1 datasets)":51.87,"Reranking Average (2 datasets)":30.95,"Retrieval Average (3 datasets)":8.89,"STS Average (3 datasets)":62.98,"MultilabelClassification Average (2 datasets)":29.45}
26
  {"index":48,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":42.36,"Classification Average (9 datasets)":56.18,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":56.49,"Reranking Average (2 datasets)":23.68,"Retrieval Average (3 datasets)":6.0,"STS Average (3 datasets)":53.39,"MultilabelClassification Average (2 datasets)":28.9}
@@ -28,19 +28,19 @@
28
  {"index":22,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":41.91,"Classification Average (9 datasets)":51.27,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (2 datasets)":26.83,"Retrieval Average (3 datasets)":7.09,"STS Average (3 datasets)":61.18,"MultilabelClassification Average (2 datasets)":27.8}
29
  {"index":21,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":37.53,"Classification Average (9 datasets)":51.6,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":53.17,"Reranking Average (2 datasets)":27.46,"Retrieval Average (3 datasets)":5.33,"STS Average (3 datasets)":46.22,"MultilabelClassification Average (2 datasets)":26.2}
30
  {"index":44,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (23 datasets)":35.08,"Classification Average (9 datasets)":44.55,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (2 datasets)":21.26,"Retrieval Average (3 datasets)":1.54,"STS Average (3 datasets)":53.15,"MultilabelClassification Average (2 datasets)":27.96}
31
- {"index":56,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":33.88,"Classification Average (9 datasets)":38.22,"Clustering Average (3 datasets)":21.99,"PairClassification Average (1 datasets)":47.27,"Reranking Average (2 datasets)":34.72,"Retrieval Average (3 datasets)":15.03,"STS Average (3 datasets)":51.02,"MultilabelClassification Average (2 datasets)":27.2}
32
  {"index":10,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":31.79,"Classification Average (9 datasets)":33.71,"Clustering Average (3 datasets)":18.95,"PairClassification Average (1 datasets)":47.55,"Reranking Average (2 datasets)":36.81,"Retrieval Average (3 datasets)":20.29,"STS Average (3 datasets)":44.87,"MultilabelClassification Average (2 datasets)":27.06}
33
- {"index":54,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":31.29,"Classification Average (9 datasets)":36.0,"Clustering Average (3 datasets)":19.24,"PairClassification Average (1 datasets)":49.06,"Reranking Average (2 datasets)":30.68,"Retrieval Average (3 datasets)":11.48,"STS Average (3 datasets)":46.98,"MultilabelClassification Average (2 datasets)":26.12}
34
  {"index":9,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":29.12,"Classification Average (9 datasets)":31.96,"Clustering Average (3 datasets)":17.6,"PairClassification Average (1 datasets)":47.12,"Reranking Average (2 datasets)":33.47,"Retrieval Average (3 datasets)":12.96,"STS Average (3 datasets)":41.54,"MultilabelClassification Average (2 datasets)":25.84}
35
- {"index":70,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average (23 datasets)":28.51,"Classification Average (9 datasets)":32.24,"Clustering Average (3 datasets)":17.82,"PairClassification Average (1 datasets)":46.32,"Reranking Average (2 datasets)":24.44,"Retrieval Average (3 datasets)":7.78,"STS Average (3 datasets)":46.88,"MultilabelClassification Average (2 datasets)":26.44}
36
  {"index":49,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":27.6,"Classification Average (9 datasets)":34.6,"Clustering Average (3 datasets)":15.39,"PairClassification Average (1 datasets)":50.83,"Reranking Average (2 datasets)":19.34,"Retrieval Average (3 datasets)":2.32,"STS Average (3 datasets)":43.0,"MultilabelClassification Average (2 datasets)":25.91}
37
  {"index":12,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (23 datasets)":26.43,"Classification Average (9 datasets)":29.63,"Clustering Average (3 datasets)":15.84,"PairClassification Average (1 datasets)":44.15,"Reranking Average (2 datasets)":27.09,"Retrieval Average (3 datasets)":7.06,"STS Average (3 datasets)":39.99,"MultilabelClassification Average (2 datasets)":27.1}
38
- {"index":75,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":25.68,"Classification Average (9 datasets)":28.15,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (2 datasets)":28.46,"Retrieval Average (3 datasets)":9.18,"STS Average (3 datasets)":37.66,"MultilabelClassification Average (2 datasets)":25.96}
39
- {"index":55,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":25.39,"Classification Average (9 datasets)":29.54,"Clustering Average (3 datasets)":15.59,"PairClassification Average (1 datasets)":47.37,"Reranking Average (2 datasets)":20.67,"Retrieval Average (3 datasets)":3.52,"STS Average (3 datasets)":40.4,"MultilabelClassification Average (2 datasets)":25.42}
40
- {"index":77,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":24.72,"Classification Average (9 datasets)":28.82,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":44.52,"Reranking Average (2 datasets)":20.4,"Retrieval Average (3 datasets)":2.95,"STS Average (3 datasets)":37.89,"MultilabelClassification Average (2 datasets)":26.9}
41
- {"index":76,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":23.64,"Classification Average (9 datasets)":28.75,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (2 datasets)":15.86,"Retrieval Average (3 datasets)":1.23,"STS Average (3 datasets)":38.07,"MultilabelClassification Average (2 datasets)":25.27}
42
- {"index":53,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":22.89,"Classification Average (9 datasets)":28.17,"Clustering Average (3 datasets)":14.72,"PairClassification Average (1 datasets)":46.42,"Reranking Average (2 datasets)":14.24,"Retrieval Average (3 datasets)":1.37,"STS Average (3 datasets)":33.01,"MultilabelClassification Average (2 datasets)":25.41}
43
- {"index":58,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":20.81,"Classification Average (9 datasets)":25.28,"Clustering Average (3 datasets)":13.81,"PairClassification Average (1 datasets)":46.91,"Reranking Average (2 datasets)":10.42,"Retrieval Average (3 datasets)":1.01,"STS Average (3 datasets)":30.08,"MultilabelClassification Average (2 datasets)":24.26}
44
  {"index":0,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average (23 datasets)":"","Classification Average (9 datasets)":59.26,"Clustering Average (3 datasets)":54.14,"PairClassification Average (1 datasets)":52.68,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":30.98}
45
  {"index":1,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (23 datasets)":"","Classification Average (9 datasets)":58.75,"Clustering Average (3 datasets)":56.29,"PairClassification Average (1 datasets)":52.04,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":76.0,"STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":31.2}
46
  {"index":2,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (23 datasets)":"","Classification Average (9 datasets)":63.8,"Clustering Average (3 datasets)":57.57,"PairClassification Average (1 datasets)":56.43,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":38.63}
@@ -59,25 +59,25 @@
59
  {"index":34,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (23 datasets)":"","Classification Average (9 datasets)":69.86,"Clustering Average (3 datasets)":64.92,"PairClassification Average (1 datasets)":60.65,"Reranking Average (2 datasets)":70.46,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":74.31,"MultilabelClassification Average (2 datasets)":42.94}
60
  {"index":41,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
61
  {"index":42,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
62
- {"index":51,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
63
- {"index":52,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
64
- {"index":63,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":40.89,"Clustering Average (3 datasets)":22.46,"PairClassification Average (1 datasets)":50.86,"Reranking Average (2 datasets)":15.15,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":42.15,"MultilabelClassification Average (2 datasets)":24.56}
65
- {"index":64,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":35.09,"Clustering Average (3 datasets)":12.46,"PairClassification Average (1 datasets)":49.05,"Reranking Average (2 datasets)":9.32,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":30.37,"MultilabelClassification Average (2 datasets)":25.02}
66
- {"index":65,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":44.8,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":23.56}
67
- {"index":66,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (23 datasets)":"","Classification Average (9 datasets)":64.41,"Clustering Average (3 datasets)":60.8,"PairClassification Average (1 datasets)":58.73,"Reranking Average (2 datasets)":53.82,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":76.03,"MultilabelClassification Average (2 datasets)":38.97}
68
- {"index":67,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (23 datasets)":"","Classification Average (9 datasets)":56.45,"Clustering Average (3 datasets)":51.35,"PairClassification Average (1 datasets)":55.14,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":69.48,"MultilabelClassification Average (2 datasets)":31.44}
69
- {"index":68,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (23 datasets)":"","Classification Average (9 datasets)":64.41,"Clustering Average (3 datasets)":60.8,"PairClassification Average (1 datasets)":58.73,"Reranking Average (2 datasets)":53.82,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":76.03,"MultilabelClassification Average (2 datasets)":38.97}
70
- {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
71
- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
72
- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
73
- {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
74
- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
75
- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
76
- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
77
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
78
- {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
79
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
80
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
81
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
82
- {"index":95,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (23 datasets)":"","Classification Average (9 datasets)":62.89,"Clustering Average (3 datasets)":57.83,"PairClassification Average (1 datasets)":58.08,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":39.37}
83
- {"index":96,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (23 datasets)":"","Classification Average (9 datasets)":58.26,"Clustering Average (3 datasets)":52.74,"PairClassification Average (1 datasets)":53.73,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":33.29}
 
1
  {"index":35,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (23 datasets)":71.0,"Classification Average (9 datasets)":73.67,"Clustering Average (3 datasets)":67.28,"PairClassification Average (1 datasets)":66.46,"Reranking Average (2 datasets)":71.56,"Retrieval Average (3 datasets)":77.03,"STS Average (3 datasets)":74.34,"MultilabelClassification Average (2 datasets)":52.21}
2
  {"index":23,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average (23 datasets)":67.68,"Classification Average (9 datasets)":69.95,"Clustering Average (3 datasets)":64.3,"PairClassification Average (1 datasets)":58.93,"Reranking Average (2 datasets)":69.99,"Retrieval Average (3 datasets)":75.79,"STS Average (3 datasets)":74.63,"MultilabelClassification Average (2 datasets)":41.96}
3
  {"index":39,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (23 datasets)":67.45,"Classification Average (9 datasets)":73.7,"Clustering Average (3 datasets)":61.79,"PairClassification Average (1 datasets)":59.98,"Reranking Average (2 datasets)":68.94,"Retrieval Average (3 datasets)":68.08,"STS Average (3 datasets)":70.29,"MultilabelClassification Average (2 datasets)":44.85}
4
+ {"index":59,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (23 datasets)":67.18,"Classification Average (9 datasets)":69.11,"Clustering Average (3 datasets)":64.24,"PairClassification Average (1 datasets)":60.81,"Reranking Average (2 datasets)":69.96,"Retrieval Average (3 datasets)":74.19,"STS Average (3 datasets)":73.71,"MultilabelClassification Average (2 datasets)":42.93}
5
+ {"index":63,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":65.01,"Classification Average (9 datasets)":66.31,"Clustering Average (3 datasets)":63.13,"PairClassification Average (1 datasets)":63.89,"Reranking Average (2 datasets)":64.34,"Retrieval Average (3 datasets)":68.23,"STS Average (3 datasets)":76.48,"MultilabelClassification Average (2 datasets)":41.15}
6
  {"index":47,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":62.8,"Classification Average (9 datasets)":61.92,"Clustering Average (3 datasets)":53.66,"PairClassification Average (1 datasets)":65.07,"Reranking Average (2 datasets)":68.72,"Retrieval Average (3 datasets)":73.63,"STS Average (3 datasets)":76.75,"MultilabelClassification Average (2 datasets)":36.18}
7
  {"index":25,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average (23 datasets)":61.9,"Classification Average (9 datasets)":65.02,"Clustering Average (3 datasets)":55.94,"PairClassification Average (1 datasets)":55.06,"Reranking Average (2 datasets)":63.74,"Retrieval Average (3 datasets)":66.92,"STS Average (3 datasets)":70.68,"MultilabelClassification Average (2 datasets)":37.68}
8
  {"index":36,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":61.77,"Classification Average (9 datasets)":62.74,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (2 datasets)":63.89,"Retrieval Average (3 datasets)":66.51,"STS Average (3 datasets)":73.97,"MultilabelClassification Average (2 datasets)":38.88}
9
  {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average (23 datasets)":61.64,"Classification Average (9 datasets)":65.21,"Clustering Average (3 datasets)":55.28,"PairClassification Average (1 datasets)":55.57,"Reranking Average (2 datasets)":62.3,"Retrieval Average (3 datasets)":66.13,"STS Average (3 datasets)":71.18,"MultilabelClassification Average (2 datasets)":36.46}
10
  {"index":11,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":61.58,"Classification Average (9 datasets)":60.46,"Clustering Average (3 datasets)":52.38,"PairClassification Average (1 datasets)":60.6,"Reranking Average (2 datasets)":69.7,"Retrieval Average (3 datasets)":74.79,"STS Average (3 datasets)":73.68,"MultilabelClassification Average (2 datasets)":34.86}
11
+ {"index":62,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":61.41,"Classification Average (9 datasets)":61.01,"Clustering Average (3 datasets)":52.23,"PairClassification Average (1 datasets)":58.42,"Reranking Average (2 datasets)":69.66,"Retrieval Average (3 datasets)":74.04,"STS Average (3 datasets)":71.62,"MultilabelClassification Average (2 datasets)":36.01}
12
  {"index":26,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average (23 datasets)":60.48,"Classification Average (9 datasets)":61.58,"Clustering Average (3 datasets)":55.67,"PairClassification Average (1 datasets)":57.71,"Reranking Average (2 datasets)":63.16,"Retrieval Average (3 datasets)":66.17,"STS Average (3 datasets)":71.7,"MultilabelClassification Average (2 datasets)":36.1}
13
+ {"index":90,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":59.39,"Classification Average (9 datasets)":59.23,"Clustering Average (3 datasets)":53.93,"PairClassification Average (1 datasets)":57.81,"Reranking Average (2 datasets)":63.04,"Retrieval Average (3 datasets)":63.68,"STS Average (3 datasets)":74.1,"MultilabelClassification Average (2 datasets)":36.93}
14
+ {"index":61,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":58.34,"Classification Average (9 datasets)":58.26,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.98,"Reranking Average (2 datasets)":66.24,"Retrieval Average (3 datasets)":67.14,"STS Average (3 datasets)":70.16,"MultilabelClassification Average (2 datasets)":33.65}
15
  {"index":46,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":58.11,"Classification Average (9 datasets)":59.89,"Clustering Average (3 datasets)":53.26,"PairClassification Average (1 datasets)":59.76,"Reranking Average (2 datasets)":55.58,"Retrieval Average (3 datasets)":56.14,"STS Average (3 datasets)":74.35,"MultilabelClassification Average (2 datasets)":37.72}
16
+ {"index":64,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":57.29,"Classification Average (9 datasets)":56.44,"Clustering Average (3 datasets)":51.35,"PairClassification Average (1 datasets)":55.14,"Reranking Average (2 datasets)":65.28,"Retrieval Average (3 datasets)":65.85,"STS Average (3 datasets)":69.48,"MultilabelClassification Average (2 datasets)":31.99}
17
+ {"index":91,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (23 datasets)":53.46,"Classification Average (9 datasets)":55.01,"Clustering Average (3 datasets)":49.62,"PairClassification Average (1 datasets)":56.27,"Reranking Average (2 datasets)":54.94,"Retrieval Average (3 datasets)":46.69,"STS Average (3 datasets)":71.73,"MultilabelClassification Average (2 datasets)":32.06}
18
+ {"index":86,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":52.65,"Classification Average (9 datasets)":56.88,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (2 datasets)":51.22,"Retrieval Average (3 datasets)":37.22,"STS Average (3 datasets)":68.98,"MultilabelClassification Average (2 datasets)":32.9}
19
+ {"index":85,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":49.26,"Classification Average (9 datasets)":53.77,"Clustering Average (3 datasets)":47.76,"PairClassification Average (1 datasets)":58.56,"Reranking Average (2 datasets)":46.34,"Retrieval Average (3 datasets)":31.16,"STS Average (3 datasets)":66.17,"MultilabelClassification Average (2 datasets)":31.3}
20
  {"index":37,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":48.72,"Classification Average (9 datasets)":57.52,"Clustering Average (3 datasets)":51.29,"PairClassification Average (1 datasets)":51.97,"Reranking Average (2 datasets)":40.56,"Retrieval Average (3 datasets)":19.13,"STS Average (3 datasets)":64.4,"MultilabelClassification Average (2 datasets)":32.67}
21
+ {"index":76,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":48.63,"Classification Average (9 datasets)":54.71,"Clustering Average (3 datasets)":47.74,"PairClassification Average (1 datasets)":55.71,"Reranking Average (2 datasets)":42.03,"Retrieval Average (3 datasets)":27.88,"STS Average (3 datasets)":65.52,"MultilabelClassification Average (2 datasets)":31.42}
22
  {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":48.23,"Classification Average (9 datasets)":54.98,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (2 datasets)":41.84,"Retrieval Average (3 datasets)":24.78,"STS Average (3 datasets)":65.91,"MultilabelClassification Average (2 datasets)":31.27}
23
+ {"index":92,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average (23 datasets)":45.51,"Classification Average (9 datasets)":51.35,"Clustering Average (3 datasets)":44.35,"PairClassification Average (1 datasets)":54.56,"Reranking Average (2 datasets)":38.56,"Retrieval Average (3 datasets)":18.96,"STS Average (3 datasets)":68.04,"MultilabelClassification Average (2 datasets)":29.42}
24
  {"index":38,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":45.35,"Classification Average (9 datasets)":57.24,"Clustering Average (3 datasets)":50.43,"PairClassification Average (1 datasets)":50.17,"Reranking Average (2 datasets)":32.8,"Retrieval Average (3 datasets)":8.51,"STS Average (3 datasets)":57.21,"MultilabelClassification Average (2 datasets)":31.87}
25
  {"index":45,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (23 datasets)":42.4,"Classification Average (9 datasets)":52.17,"Clustering Average (3 datasets)":39.11,"PairClassification Average (1 datasets)":51.87,"Reranking Average (2 datasets)":30.95,"Retrieval Average (3 datasets)":8.89,"STS Average (3 datasets)":62.98,"MultilabelClassification Average (2 datasets)":29.45}
26
  {"index":48,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":42.36,"Classification Average (9 datasets)":56.18,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":56.49,"Reranking Average (2 datasets)":23.68,"Retrieval Average (3 datasets)":6.0,"STS Average (3 datasets)":53.39,"MultilabelClassification Average (2 datasets)":28.9}
 
28
  {"index":22,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":41.91,"Classification Average (9 datasets)":51.27,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (2 datasets)":26.83,"Retrieval Average (3 datasets)":7.09,"STS Average (3 datasets)":61.18,"MultilabelClassification Average (2 datasets)":27.8}
29
  {"index":21,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":37.53,"Classification Average (9 datasets)":51.6,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":53.17,"Reranking Average (2 datasets)":27.46,"Retrieval Average (3 datasets)":5.33,"STS Average (3 datasets)":46.22,"MultilabelClassification Average (2 datasets)":26.2}
30
  {"index":44,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (23 datasets)":35.08,"Classification Average (9 datasets)":44.55,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (2 datasets)":21.26,"Retrieval Average (3 datasets)":1.54,"STS Average (3 datasets)":53.15,"MultilabelClassification Average (2 datasets)":27.96}
31
+ {"index":58,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":33.88,"Classification Average (9 datasets)":38.22,"Clustering Average (3 datasets)":21.99,"PairClassification Average (1 datasets)":47.27,"Reranking Average (2 datasets)":34.72,"Retrieval Average (3 datasets)":15.03,"STS Average (3 datasets)":51.02,"MultilabelClassification Average (2 datasets)":27.2}
32
  {"index":10,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":31.79,"Classification Average (9 datasets)":33.71,"Clustering Average (3 datasets)":18.95,"PairClassification Average (1 datasets)":47.55,"Reranking Average (2 datasets)":36.81,"Retrieval Average (3 datasets)":20.29,"STS Average (3 datasets)":44.87,"MultilabelClassification Average (2 datasets)":27.06}
33
+ {"index":56,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":31.29,"Classification Average (9 datasets)":36.0,"Clustering Average (3 datasets)":19.24,"PairClassification Average (1 datasets)":49.06,"Reranking Average (2 datasets)":30.68,"Retrieval Average (3 datasets)":11.48,"STS Average (3 datasets)":46.98,"MultilabelClassification Average (2 datasets)":26.12}
34
  {"index":9,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":29.12,"Classification Average (9 datasets)":31.96,"Clustering Average (3 datasets)":17.6,"PairClassification Average (1 datasets)":47.12,"Reranking Average (2 datasets)":33.47,"Retrieval Average (3 datasets)":12.96,"STS Average (3 datasets)":41.54,"MultilabelClassification Average (2 datasets)":25.84}
35
+ {"index":72,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average (23 datasets)":28.51,"Classification Average (9 datasets)":32.24,"Clustering Average (3 datasets)":17.82,"PairClassification Average (1 datasets)":46.32,"Reranking Average (2 datasets)":24.44,"Retrieval Average (3 datasets)":7.78,"STS Average (3 datasets)":46.88,"MultilabelClassification Average (2 datasets)":26.44}
36
  {"index":49,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":27.6,"Classification Average (9 datasets)":34.6,"Clustering Average (3 datasets)":15.39,"PairClassification Average (1 datasets)":50.83,"Reranking Average (2 datasets)":19.34,"Retrieval Average (3 datasets)":2.32,"STS Average (3 datasets)":43.0,"MultilabelClassification Average (2 datasets)":25.91}
37
  {"index":12,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average (23 datasets)":26.43,"Classification Average (9 datasets)":29.63,"Clustering Average (3 datasets)":15.84,"PairClassification Average (1 datasets)":44.15,"Reranking Average (2 datasets)":27.09,"Retrieval Average (3 datasets)":7.06,"STS Average (3 datasets)":39.99,"MultilabelClassification Average (2 datasets)":27.1}
38
+ {"index":77,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":25.68,"Classification Average (9 datasets)":28.15,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (2 datasets)":28.46,"Retrieval Average (3 datasets)":9.18,"STS Average (3 datasets)":37.66,"MultilabelClassification Average (2 datasets)":25.96}
39
+ {"index":57,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":25.39,"Classification Average (9 datasets)":29.54,"Clustering Average (3 datasets)":15.59,"PairClassification Average (1 datasets)":47.37,"Reranking Average (2 datasets)":20.67,"Retrieval Average (3 datasets)":3.52,"STS Average (3 datasets)":40.4,"MultilabelClassification Average (2 datasets)":25.42}
40
+ {"index":79,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":24.72,"Classification Average (9 datasets)":28.82,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":44.52,"Reranking Average (2 datasets)":20.4,"Retrieval Average (3 datasets)":2.95,"STS Average (3 datasets)":37.89,"MultilabelClassification Average (2 datasets)":26.9}
41
+ {"index":78,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":23.64,"Classification Average (9 datasets)":28.75,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (2 datasets)":15.86,"Retrieval Average (3 datasets)":1.23,"STS Average (3 datasets)":38.07,"MultilabelClassification Average (2 datasets)":25.27}
42
+ {"index":55,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":22.89,"Classification Average (9 datasets)":28.17,"Clustering Average (3 datasets)":14.72,"PairClassification Average (1 datasets)":46.42,"Reranking Average (2 datasets)":14.24,"Retrieval Average (3 datasets)":1.37,"STS Average (3 datasets)":33.01,"MultilabelClassification Average (2 datasets)":25.41}
43
+ {"index":60,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":20.81,"Classification Average (9 datasets)":25.28,"Clustering Average (3 datasets)":13.81,"PairClassification Average (1 datasets)":46.91,"Reranking Average (2 datasets)":10.42,"Retrieval Average (3 datasets)":1.01,"STS Average (3 datasets)":30.08,"MultilabelClassification Average (2 datasets)":24.26}
44
  {"index":0,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average (23 datasets)":"","Classification Average (9 datasets)":59.26,"Clustering Average (3 datasets)":54.14,"PairClassification Average (1 datasets)":52.68,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":30.98}
45
  {"index":1,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average (23 datasets)":"","Classification Average (9 datasets)":58.75,"Clustering Average (3 datasets)":56.29,"PairClassification Average (1 datasets)":52.04,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":76.0,"STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":31.2}
46
  {"index":2,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average (23 datasets)":"","Classification Average (9 datasets)":63.8,"Clustering Average (3 datasets)":57.57,"PairClassification Average (1 datasets)":56.43,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":38.63}
 
59
  {"index":34,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (23 datasets)":"","Classification Average (9 datasets)":69.86,"Clustering Average (3 datasets)":64.92,"PairClassification Average (1 datasets)":60.65,"Reranking Average (2 datasets)":70.46,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":74.31,"MultilabelClassification Average (2 datasets)":42.94}
60
  {"index":41,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
61
  {"index":42,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
62
+ {"index":53,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
63
+ {"index":54,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
64
+ {"index":65,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":40.89,"Clustering Average (3 datasets)":22.46,"PairClassification Average (1 datasets)":50.86,"Reranking Average (2 datasets)":15.15,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":42.15,"MultilabelClassification Average (2 datasets)":24.56}
65
+ {"index":66,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":35.09,"Clustering Average (3 datasets)":12.46,"PairClassification Average (1 datasets)":49.05,"Reranking Average (2 datasets)":9.32,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":30.37,"MultilabelClassification Average (2 datasets)":25.02}
66
+ {"index":67,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":44.8,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":23.56}
67
+ {"index":68,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (23 datasets)":"","Classification Average (9 datasets)":64.41,"Clustering Average (3 datasets)":60.8,"PairClassification Average (1 datasets)":58.73,"Reranking Average (2 datasets)":53.82,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":76.03,"MultilabelClassification Average (2 datasets)":38.97}
68
+ {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (23 datasets)":"","Classification Average (9 datasets)":56.45,"Clustering Average (3 datasets)":51.35,"PairClassification Average (1 datasets)":55.14,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":69.48,"MultilabelClassification Average (2 datasets)":31.44}
69
+ {"index":70,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average (23 datasets)":"","Classification Average (9 datasets)":64.41,"Clustering Average (3 datasets)":60.8,"PairClassification Average (1 datasets)":58.73,"Reranking Average (2 datasets)":53.82,"Retrieval Average (3 datasets)":"","STS Average (3 datasets)":76.03,"MultilabelClassification Average (2 datasets)":38.97}
70
+ {"index":71,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
71
+ {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
72
+ {"index":74,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
73
+ {"index":75,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
74
+ {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
75
+ {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
76
+ {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
77
+ {"index":83,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
78
+ {"index":84,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
79
+ {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
80
+ {"index":88,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
81
+ {"index":89,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":"","PairClassification Average (1 datasets)":"","Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":""}
82
+ {"index":97,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average (23 datasets)":"","Classification Average (9 datasets)":62.89,"Clustering Average (3 datasets)":57.83,"PairClassification Average (1 datasets)":58.08,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":39.37}
83
+ {"index":98,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average (23 datasets)":"","Classification Average (9 datasets)":58.26,"Clustering Average (3 datasets)":52.74,"PairClassification Average (1 datasets)":53.73,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":33.29}
boards_data/ru/data_tasks/Classification/default.jsonl CHANGED
@@ -4,60 +4,60 @@
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":69.95,"GeoreviewClassification":57.7,"HeadlineClassification":86.08,"InappropriatenessClassification":67.85,"KinopoiskClassification":69.15,"RuReviewsClassification":72.05,"RuSciBenchGRNTIClassification":67.98,"RuSciBenchOECDClassification":54.45,"MassiveIntentClassification (ru)":76.01,"MassiveScenarioClassification (ru)":78.28}
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  {"index":34,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.86,"GeoreviewClassification":57.36,"HeadlineClassification":87.11,"InappropriatenessClassification":70.64,"KinopoiskClassification":68.9,"RuReviewsClassification":71.01,"RuSciBenchGRNTIClassification":68.08,"RuSciBenchOECDClassification":54.1,"MassiveIntentClassification (ru)":73.86,"MassiveScenarioClassification (ru)":77.65}
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  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.48,"GeoreviewClassification":59.31,"HeadlineClassification":82.32,"InappropriatenessClassification":73.26,"KinopoiskClassification":67.17,"RuReviewsClassification":72.89,"RuSciBenchGRNTIClassification":67.35,"RuSciBenchOECDClassification":54.38,"MassiveIntentClassification (ru)":73.15,"MassiveScenarioClassification (ru)":75.46}
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- {"index":61,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.31,"GeoreviewClassification":55.9,"HeadlineClassification":86.18,"InappropriatenessClassification":65.53,"KinopoiskClassification":66.12,"RuReviewsClassification":68.56,"RuSciBenchGRNTIClassification":65.07,"RuSciBenchOECDClassification":50.21,"MassiveIntentClassification (ru)":67.6,"MassiveScenarioClassification (ru)":71.59}
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  {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.21,"GeoreviewClassification":52.04,"HeadlineClassification":83.4,"InappropriatenessClassification":64.14,"KinopoiskClassification":63.15,"RuReviewsClassification":68.24,"RuSciBenchGRNTIClassification":61.24,"RuSciBenchOECDClassification":48.1,"MassiveIntentClassification (ru)":68.61,"MassiveScenarioClassification (ru)":77.98}
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  {"index":25,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.02,"GeoreviewClassification":51.5,"HeadlineClassification":84.37,"InappropriatenessClassification":65.89,"KinopoiskClassification":62.29,"RuReviewsClassification":67.7,"RuSciBenchGRNTIClassification":62.76,"RuSciBenchOECDClassification":49.77,"MassiveIntentClassification (ru)":66.07,"MassiveScenarioClassification (ru)":74.81}
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- {"index":66,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
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- {"index":68,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
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  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":63.92,"GeoreviewClassification":50.88,"HeadlineClassification":79.5,"InappropriatenessClassification":62.46,"KinopoiskClassification":61.84,"RuReviewsClassification":66.83,"RuSciBenchGRNTIClassification":62.17,"RuSciBenchOECDClassification":48.22,"MassiveIntentClassification (ru)":69.08,"MassiveScenarioClassification (ru)":74.26}
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  {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":63.8,"GeoreviewClassification":47.18,"HeadlineClassification":75.1,"InappropriatenessClassification":62.99,"KinopoiskClassification":64.43,"RuReviewsClassification":65.99,"RuSciBenchGRNTIClassification":61.46,"RuSciBenchOECDClassification":47.86,"MassiveIntentClassification (ru)":70.87,"MassiveScenarioClassification (ru)":78.34}
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- {"index":95,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":62.89,"GeoreviewClassification":47.06,"HeadlineClassification":77.19,"InappropriatenessClassification":61.5,"KinopoiskClassification":60.21,"RuReviewsClassification":66.11,"RuSciBenchGRNTIClassification":61.04,"RuSciBenchOECDClassification":47.07,"MassiveIntentClassification (ru)":70.11,"MassiveScenarioClassification (ru)":75.69}
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  {"index":36,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":62.74,"GeoreviewClassification":49.7,"HeadlineClassification":78.0,"InappropriatenessClassification":61.32,"KinopoiskClassification":63.27,"RuReviewsClassification":67.96,"RuSciBenchGRNTIClassification":59.33,"RuSciBenchOECDClassification":46.33,"MassiveIntentClassification (ru)":66.97,"MassiveScenarioClassification (ru)":71.8}
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  {"index":47,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":61.92,"GeoreviewClassification":50.98,"HeadlineClassification":70.09,"InappropriatenessClassification":60.76,"KinopoiskClassification":63.33,"RuReviewsClassification":68.52,"RuSciBenchGRNTIClassification":57.67,"RuSciBenchOECDClassification":44.2,"MassiveIntentClassification (ru)":68.85,"MassiveScenarioClassification (ru)":72.9}
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  {"index":3,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":61.62,"GeoreviewClassification":45.45,"HeadlineClassification":79.3,"InappropriatenessClassification":60.33,"KinopoiskClassification":57.99,"RuReviewsClassification":63.12,"RuSciBenchGRNTIClassification":60.63,"RuSciBenchOECDClassification":46.05,"MassiveIntentClassification (ru)":67.89,"MassiveScenarioClassification (ru)":73.86}
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  {"index":0,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":59.26,"GeoreviewClassification":45.4,"HeadlineClassification":78.34,"InappropriatenessClassification":59.04,"KinopoiskClassification":57.39,"RuReviewsClassification":59.14,"RuSciBenchGRNTIClassification":58.03,"RuSciBenchOECDClassification":44.54,"MassiveIntentClassification (ru)":63.02,"MassiveScenarioClassification (ru)":68.44}
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- {"index":88,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.23,"GeoreviewClassification":46.04,"HeadlineClassification":69.98,"InappropriatenessClassification":61.39,"KinopoiskClassification":53.59,"RuReviewsClassification":64.58,"RuSciBenchGRNTIClassification":56.67,"RuSciBenchOECDClassification":43.58,"MassiveIntentClassification (ru)":66.08,"MassiveScenarioClassification (ru)":71.13}
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  {"index":1,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":58.75,"GeoreviewClassification":43.02,"HeadlineClassification":76.74,"InappropriatenessClassification":59.62,"KinopoiskClassification":62.14,"RuReviewsClassification":58.37,"RuSciBenchGRNTIClassification":59.01,"RuSciBenchOECDClassification":45.37,"MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":66.18}
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  {"index":18,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":58.42,"GeoreviewClassification":44.47,"HeadlineClassification":76.3,"InappropriatenessClassification":59.73,"KinopoiskClassification":50.88,"RuReviewsClassification":61.96,"RuSciBenchGRNTIClassification":58.37,"RuSciBenchOECDClassification":45.1,"MassiveIntentClassification (ru)":61.88,"MassiveScenarioClassification (ru)":67.1}
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- {"index":59,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.26,"GeoreviewClassification":46.05,"HeadlineClassification":75.64,"InappropriatenessClassification":58.78,"KinopoiskClassification":50.89,"RuReviewsClassification":62.99,"RuSciBenchGRNTIClassification":56.28,"RuSciBenchOECDClassification":42.69,"MassiveIntentClassification (ru)":62.78,"MassiveScenarioClassification (ru)":68.21}
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  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":57.52,"GeoreviewClassification":39.67,"HeadlineClassification":77.19,"InappropriatenessClassification":64.64,"KinopoiskClassification":50.33,"RuReviewsClassification":58.29,"RuSciBenchGRNTIClassification":54.19,"RuSciBenchOECDClassification":43.8,"MassiveIntentClassification (ru)":61.42,"MassiveScenarioClassification (ru)":68.13}
30
  {"index":38,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.24,"GeoreviewClassification":39.97,"HeadlineClassification":79.26,"InappropriatenessClassification":62.52,"KinopoiskClassification":49.51,"RuReviewsClassification":58.27,"RuSciBenchGRNTIClassification":53.9,"RuSciBenchOECDClassification":43.04,"MassiveIntentClassification (ru)":61.09,"MassiveScenarioClassification (ru)":67.6}
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- {"index":84,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.88,"GeoreviewClassification":42.33,"HeadlineClassification":70.35,"InappropriatenessClassification":59.32,"KinopoiskClassification":44.31,"RuReviewsClassification":62.33,"RuSciBenchGRNTIClassification":56.01,"RuSciBenchOECDClassification":44.14,"MassiveIntentClassification (ru)":63.23,"MassiveScenarioClassification (ru)":69.92}
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- {"index":67,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.45,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.65,"MassiveScenarioClassification (ru)":63.77}
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- {"index":62,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":56.44,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.43,"MassiveScenarioClassification (ru)":63.89}
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  {"index":48,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.18,"GeoreviewClassification":40.19,"HeadlineClassification":78.75,"InappropriatenessClassification":61.33,"KinopoiskClassification":48.78,"RuReviewsClassification":55.66,"RuSciBenchGRNTIClassification":53.53,"RuSciBenchOECDClassification":41.34,"MassiveIntentClassification (ru)":61.32,"MassiveScenarioClassification (ru)":64.71}
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.15,"GeoreviewClassification":38.95,"HeadlineClassification":75.59,"InappropriatenessClassification":60.68,"KinopoiskClassification":49.67,"RuReviewsClassification":54.05,"RuSciBenchGRNTIClassification":48.53,"RuSciBenchOECDClassification":37.65,"MassiveIntentClassification (ru)":63.12,"MassiveScenarioClassification (ru)":68.08}
36
- {"index":89,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":55.01,"GeoreviewClassification":41.36,"HeadlineClassification":68.9,"InappropriatenessClassification":59.11,"KinopoiskClassification":50.47,"RuReviewsClassification":60.66,"RuSciBenchGRNTIClassification":52.93,"RuSciBenchOECDClassification":40.79,"MassiveIntentClassification (ru)":57.98,"MassiveScenarioClassification (ru)":62.9}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.98,"GeoreviewClassification":40.89,"HeadlineClassification":68.75,"InappropriatenessClassification":58.48,"KinopoiskClassification":49.85,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":52.8,"RuSciBenchOECDClassification":40.36,"MassiveIntentClassification (ru)":60.53,"MassiveScenarioClassification (ru)":65.15}
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39
- {"index":83,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.77,"GeoreviewClassification":38.24,"HeadlineClassification":68.3,"InappropriatenessClassification":58.18,"KinopoiskClassification":41.45,"RuReviewsClassification":58.88,"RuSciBenchGRNTIClassification":53.19,"RuSciBenchOECDClassification":41.41,"MassiveIntentClassification (ru)":59.06,"MassiveScenarioClassification (ru)":65.25}
40
  {"index":45,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":52.17,"GeoreviewClassification":39.64,"HeadlineClassification":74.19,"InappropriatenessClassification":58.57,"KinopoiskClassification":49.06,"RuReviewsClassification":56.99,"RuSciBenchGRNTIClassification":45.63,"RuSciBenchOECDClassification":35.48,"MassiveIntentClassification (ru)":50.83,"MassiveScenarioClassification (ru)":59.15}
41
  {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.6,"GeoreviewClassification":37.22,"HeadlineClassification":75.23,"InappropriatenessClassification":57.34,"KinopoiskClassification":49.91,"RuReviewsClassification":50.74,"RuSciBenchGRNTIClassification":48.03,"RuSciBenchOECDClassification":36.13,"MassiveIntentClassification (ru)":53.02,"MassiveScenarioClassification (ru)":56.79}
42
- {"index":90,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":51.35,"GeoreviewClassification":34.63,"HeadlineClassification":62.29,"InappropriatenessClassification":57.37,"KinopoiskClassification":42.09,"RuReviewsClassification":56.71,"RuSciBenchGRNTIClassification":49.18,"RuSciBenchOECDClassification":39.55,"MassiveIntentClassification (ru)":58.02,"MassiveScenarioClassification (ru)":62.31}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.27,"GeoreviewClassification":38.05,"HeadlineClassification":67.64,"InappropriatenessClassification":58.27,"KinopoiskClassification":45.86,"RuReviewsClassification":58.34,"RuSciBenchGRNTIClassification":52.18,"RuSciBenchOECDClassification":40.11,"MassiveIntentClassification (ru)":49.1,"MassiveScenarioClassification (ru)":51.91}
44
  {"index":44,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":44.55,"GeoreviewClassification":33.45,"HeadlineClassification":57.65,"InappropriatenessClassification":54.5,"KinopoiskClassification":41.36,"RuReviewsClassification":49.56,"RuSciBenchGRNTIClassification":35.71,"RuSciBenchOECDClassification":26.51,"MassiveIntentClassification (ru)":50.1,"MassiveScenarioClassification (ru)":52.15}
45
- {"index":63,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":40.89,"GeoreviewClassification":30.5,"HeadlineClassification":36.09,"InappropriatenessClassification":54.64,"KinopoiskClassification":41.23,"RuReviewsClassification":45.26,"RuSciBenchGRNTIClassification":30.37,"RuSciBenchOECDClassification":22.65,"MassiveIntentClassification (ru)":52.99,"MassiveScenarioClassification (ru)":54.26}
46
  {"index":17,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":38.84,"GeoreviewClassification":32.95,"HeadlineClassification":45.37,"InappropriatenessClassification":54.71,"KinopoiskClassification":36.31,"RuReviewsClassification":48.71,"RuSciBenchGRNTIClassification":24.06,"RuSciBenchOECDClassification":19.18,"MassiveIntentClassification (ru)":41.81,"MassiveScenarioClassification (ru)":46.46}
47
- {"index":56,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":38.22,"GeoreviewClassification":32.09,"HeadlineClassification":44.38,"InappropriatenessClassification":53.71,"KinopoiskClassification":37.27,"RuReviewsClassification":47.99,"RuSciBenchGRNTIClassification":24.33,"RuSciBenchOECDClassification":18.45,"MassiveIntentClassification (ru)":40.62,"MassiveScenarioClassification (ru)":45.16}
48
- {"index":54,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.0,"GeoreviewClassification":30.9,"HeadlineClassification":41.74,"InappropriatenessClassification":53.27,"KinopoiskClassification":34.67,"RuReviewsClassification":47.13,"RuSciBenchGRNTIClassification":20.87,"RuSciBenchOECDClassification":16.49,"MassiveIntentClassification (ru)":36.82,"MassiveScenarioClassification (ru)":42.08}
49
- {"index":64,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":35.09,"GeoreviewClassification":28.08,"HeadlineClassification":28.25,"InappropriatenessClassification":52.74,"KinopoiskClassification":39.85,"RuReviewsClassification":41.19,"RuSciBenchGRNTIClassification":16.08,"RuSciBenchOECDClassification":12.1,"MassiveIntentClassification (ru)":47.61,"MassiveScenarioClassification (ru)":49.94}
50
  {"index":49,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.6,"GeoreviewClassification":29.03,"HeadlineClassification":34.62,"InappropriatenessClassification":52.6,"KinopoiskClassification":38.3,"RuReviewsClassification":44.29,"RuSciBenchGRNTIClassification":17.9,"RuSciBenchOECDClassification":14.1,"MassiveIntentClassification (ru)":40.19,"MassiveScenarioClassification (ru)":40.39}
51
  {"index":10,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":33.71,"GeoreviewClassification":28.64,"HeadlineClassification":33.56,"InappropriatenessClassification":51.81,"KinopoiskClassification":35.68,"RuReviewsClassification":44.62,"RuSciBenchGRNTIClassification":22.05,"RuSciBenchOECDClassification":16.53,"MassiveIntentClassification (ru)":32.31,"MassiveScenarioClassification (ru)":38.22}
52
- {"index":70,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":32.24,"GeoreviewClassification":28.69,"HeadlineClassification":31.06,"InappropriatenessClassification":51.92,"KinopoiskClassification":37.39,"RuReviewsClassification":44.25,"RuSciBenchGRNTIClassification":19.29,"RuSciBenchOECDClassification":14.8,"MassiveIntentClassification (ru)":29.22,"MassiveScenarioClassification (ru)":33.56}
53
  {"index":9,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.96,"GeoreviewClassification":27.74,"HeadlineClassification":30.07,"InappropriatenessClassification":51.63,"KinopoiskClassification":35.58,"RuReviewsClassification":43.47,"RuSciBenchGRNTIClassification":17.34,"RuSciBenchOECDClassification":13.16,"MassiveIntentClassification (ru)":31.7,"MassiveScenarioClassification (ru)":36.99}
54
  {"index":12,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":29.63,"GeoreviewClassification":27.23,"HeadlineClassification":29.75,"InappropriatenessClassification":51.22,"KinopoiskClassification":35.31,"RuReviewsClassification":43.95,"RuSciBenchGRNTIClassification":13.96,"RuSciBenchOECDClassification":10.76,"MassiveIntentClassification (ru)":24.69,"MassiveScenarioClassification (ru)":29.84}
55
- {"index":55,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":29.54,"GeoreviewClassification":28.65,"HeadlineClassification":29.77,"InappropriatenessClassification":52.5,"KinopoiskClassification":35.86,"RuReviewsClassification":43.2,"RuSciBenchGRNTIClassification":14.83,"RuSciBenchOECDClassification":11.64,"MassiveIntentClassification (ru)":22.51,"MassiveScenarioClassification (ru)":26.94}
56
- {"index":77,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.82,"GeoreviewClassification":25.93,"HeadlineClassification":28.53,"InappropriatenessClassification":51.82,"KinopoiskClassification":34.18,"RuReviewsClassification":42.33,"RuSciBenchGRNTIClassification":13.29,"RuSciBenchOECDClassification":10.62,"MassiveIntentClassification (ru)":23.98,"MassiveScenarioClassification (ru)":28.71}
57
- {"index":76,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.75,"GeoreviewClassification":27.08,"HeadlineClassification":27.77,"InappropriatenessClassification":51.73,"KinopoiskClassification":33.93,"RuReviewsClassification":41.79,"RuSciBenchGRNTIClassification":10.08,"RuSciBenchOECDClassification":8.3,"MassiveIntentClassification (ru)":27.58,"MassiveScenarioClassification (ru)":30.46}
58
- {"index":53,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.17,"GeoreviewClassification":27.81,"HeadlineClassification":29.8,"InappropriatenessClassification":51.95,"KinopoiskClassification":34.33,"RuReviewsClassification":41.31,"RuSciBenchGRNTIClassification":10.71,"RuSciBenchOECDClassification":9.01,"MassiveIntentClassification (ru)":21.3,"MassiveScenarioClassification (ru)":27.27}
59
- {"index":75,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.15,"GeoreviewClassification":23.49,"HeadlineClassification":28.49,"InappropriatenessClassification":50.85,"KinopoiskClassification":34.17,"RuReviewsClassification":42.49,"RuSciBenchGRNTIClassification":10.49,"RuSciBenchOECDClassification":8.31,"MassiveIntentClassification (ru)":26.33,"MassiveScenarioClassification (ru)":28.75}
60
- {"index":58,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.28,"GeoreviewClassification":27.15,"HeadlineClassification":28.01,"InappropriatenessClassification":51.46,"KinopoiskClassification":33.59,"RuReviewsClassification":39.68,"RuSciBenchGRNTIClassification":8.39,"RuSciBenchOECDClassification":7.24,"MassiveIntentClassification (ru)":13.65,"MassiveScenarioClassification (ru)":18.39}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":44.29,"MassiveScenarioClassification (ru)":51.84}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":67.46,"MassiveScenarioClassification (ru)":71.65}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":76.63,"MassiveScenarioClassification (ru)":80.52}
@@ -75,22 +75,22 @@
75
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":61.6}
76
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":27.14,"MassiveScenarioClassification (ru)":29.95}
77
  {"index":50,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":62.63,"MassiveScenarioClassification (ru)":67.96}
78
- {"index":51,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
79
- {"index":52,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
80
- {"index":65,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":21.25,"HeadlineClassification":19.82,"InappropriatenessClassification":51.48,"KinopoiskClassification":"","RuReviewsClassification":33.7,"RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":7.62,"MassiveScenarioClassification (ru)":11.82}
81
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
82
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
83
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
84
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
85
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.3,"MassiveScenarioClassification (ru)":28.16}
86
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
87
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":57.96,"MassiveScenarioClassification (ru)":65.41}
88
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":16.82,"MassiveScenarioClassification (ru)":25.85}
89
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":36.58,"MassiveScenarioClassification (ru)":43.44}
90
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":14.82,"MassiveScenarioClassification (ru)":20.69}
91
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":17.32,"MassiveScenarioClassification (ru)":27.47}
92
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":33.46,"MassiveScenarioClassification (ru)":40.73}
93
- {"index":91,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/llm_mse\">llm_mse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":2.65,"MassiveScenarioClassification (ru)":8.14}
94
- {"index":92,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q3_K_S-GGUF\">multilingual-e5-large-instruct-Q3_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
95
- {"index":93,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_0-GGUF\">multilingual-e5-large-instruct-Q5_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
96
- {"index":94,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_K_M-GGUF\">multilingual-e5-large-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
 
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":69.95,"GeoreviewClassification":57.7,"HeadlineClassification":86.08,"InappropriatenessClassification":67.85,"KinopoiskClassification":69.15,"RuReviewsClassification":72.05,"RuSciBenchGRNTIClassification":67.98,"RuSciBenchOECDClassification":54.45,"MassiveIntentClassification (ru)":76.01,"MassiveScenarioClassification (ru)":78.28}
5
  {"index":34,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.86,"GeoreviewClassification":57.36,"HeadlineClassification":87.11,"InappropriatenessClassification":70.64,"KinopoiskClassification":68.9,"RuReviewsClassification":71.01,"RuSciBenchGRNTIClassification":68.08,"RuSciBenchOECDClassification":54.1,"MassiveIntentClassification (ru)":73.86,"MassiveScenarioClassification (ru)":77.65}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.48,"GeoreviewClassification":59.31,"HeadlineClassification":82.32,"InappropriatenessClassification":73.26,"KinopoiskClassification":67.17,"RuReviewsClassification":72.89,"RuSciBenchGRNTIClassification":67.35,"RuSciBenchOECDClassification":54.38,"MassiveIntentClassification (ru)":73.15,"MassiveScenarioClassification (ru)":75.46}
7
+ {"index":59,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.11,"GeoreviewClassification":56.72,"HeadlineClassification":87.02,"InappropriatenessClassification":70.36,"KinopoiskClassification":68.35,"RuReviewsClassification":70.57,"RuSciBenchGRNTIClassification":66.05,"RuSciBenchOECDClassification":52.11,"MassiveIntentClassification (ru)":73.74,"MassiveScenarioClassification (ru)":77.1}
8
+ {"index":63,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.31,"GeoreviewClassification":55.9,"HeadlineClassification":86.18,"InappropriatenessClassification":65.53,"KinopoiskClassification":66.12,"RuReviewsClassification":68.56,"RuSciBenchGRNTIClassification":65.07,"RuSciBenchOECDClassification":50.21,"MassiveIntentClassification (ru)":67.6,"MassiveScenarioClassification (ru)":71.59}
9
  {"index":24,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.21,"GeoreviewClassification":52.04,"HeadlineClassification":83.4,"InappropriatenessClassification":64.14,"KinopoiskClassification":63.15,"RuReviewsClassification":68.24,"RuSciBenchGRNTIClassification":61.24,"RuSciBenchOECDClassification":48.1,"MassiveIntentClassification (ru)":68.61,"MassiveScenarioClassification (ru)":77.98}
10
  {"index":25,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":65.02,"GeoreviewClassification":51.5,"HeadlineClassification":84.37,"InappropriatenessClassification":65.89,"KinopoiskClassification":62.29,"RuReviewsClassification":67.7,"RuSciBenchGRNTIClassification":62.76,"RuSciBenchOECDClassification":49.77,"MassiveIntentClassification (ru)":66.07,"MassiveScenarioClassification (ru)":74.81}
11
+ {"index":68,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
12
+ {"index":70,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":64.41,"GeoreviewClassification":48.01,"HeadlineClassification":75.08,"InappropriatenessClassification":61.05,"KinopoiskClassification":62.39,"RuReviewsClassification":67.58,"RuSciBenchGRNTIClassification":59.19,"RuSciBenchOECDClassification":45.56,"MassiveIntentClassification (ru)":76.8,"MassiveScenarioClassification (ru)":84.06}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":63.92,"GeoreviewClassification":50.88,"HeadlineClassification":79.5,"InappropriatenessClassification":62.46,"KinopoiskClassification":61.84,"RuReviewsClassification":66.83,"RuSciBenchGRNTIClassification":62.17,"RuSciBenchOECDClassification":48.22,"MassiveIntentClassification (ru)":69.08,"MassiveScenarioClassification (ru)":74.26}
14
  {"index":2,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":63.8,"GeoreviewClassification":47.18,"HeadlineClassification":75.1,"InappropriatenessClassification":62.99,"KinopoiskClassification":64.43,"RuReviewsClassification":65.99,"RuSciBenchGRNTIClassification":61.46,"RuSciBenchOECDClassification":47.86,"MassiveIntentClassification (ru)":70.87,"MassiveScenarioClassification (ru)":78.34}
15
+ {"index":97,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":62.89,"GeoreviewClassification":47.06,"HeadlineClassification":77.19,"InappropriatenessClassification":61.5,"KinopoiskClassification":60.21,"RuReviewsClassification":66.11,"RuSciBenchGRNTIClassification":61.04,"RuSciBenchOECDClassification":47.07,"MassiveIntentClassification (ru)":70.11,"MassiveScenarioClassification (ru)":75.69}
16
  {"index":36,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":62.74,"GeoreviewClassification":49.7,"HeadlineClassification":78.0,"InappropriatenessClassification":61.32,"KinopoiskClassification":63.27,"RuReviewsClassification":67.96,"RuSciBenchGRNTIClassification":59.33,"RuSciBenchOECDClassification":46.33,"MassiveIntentClassification (ru)":66.97,"MassiveScenarioClassification (ru)":71.8}
17
  {"index":47,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":61.92,"GeoreviewClassification":50.98,"HeadlineClassification":70.09,"InappropriatenessClassification":60.76,"KinopoiskClassification":63.33,"RuReviewsClassification":68.52,"RuSciBenchGRNTIClassification":57.67,"RuSciBenchOECDClassification":44.2,"MassiveIntentClassification (ru)":68.85,"MassiveScenarioClassification (ru)":72.9}
18
  {"index":3,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":61.62,"GeoreviewClassification":45.45,"HeadlineClassification":79.3,"InappropriatenessClassification":60.33,"KinopoiskClassification":57.99,"RuReviewsClassification":63.12,"RuSciBenchGRNTIClassification":60.63,"RuSciBenchOECDClassification":46.05,"MassiveIntentClassification (ru)":67.89,"MassiveScenarioClassification (ru)":73.86}
19
  {"index":26,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":61.58,"GeoreviewClassification":47.69,"HeadlineClassification":83.46,"InappropriatenessClassification":61.32,"KinopoiskClassification":59.04,"RuReviewsClassification":66.09,"RuSciBenchGRNTIClassification":61.41,"RuSciBenchOECDClassification":48.67,"MassiveIntentClassification (ru)":60.08,"MassiveScenarioClassification (ru)":66.44}
20
+ {"index":62,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":61.01,"GeoreviewClassification":49.69,"HeadlineClassification":77.19,"InappropriatenessClassification":61.59,"KinopoiskClassification":56.59,"RuReviewsClassification":65.28,"RuSciBenchGRNTIClassification":58.2,"RuSciBenchOECDClassification":43.91,"MassiveIntentClassification (ru)":65.76,"MassiveScenarioClassification (ru)":70.85}
21
  {"index":11,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":60.46,"GeoreviewClassification":48.27,"HeadlineClassification":70.32,"InappropriatenessClassification":59.87,"KinopoiskClassification":58.23,"RuReviewsClassification":66.91,"RuSciBenchGRNTIClassification":55.81,"RuSciBenchOECDClassification":42.57,"MassiveIntentClassification (ru)":68.76,"MassiveScenarioClassification (ru)":73.42}
22
  {"index":46,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.89,"GeoreviewClassification":46.88,"HeadlineClassification":75.0,"InappropriatenessClassification":61.83,"KinopoiskClassification":56.03,"RuReviewsClassification":65.48,"RuSciBenchGRNTIClassification":55.55,"RuSciBenchOECDClassification":43.28,"MassiveIntentClassification (ru)":65.92,"MassiveScenarioClassification (ru)":69.06}
23
  {"index":0,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":59.26,"GeoreviewClassification":45.4,"HeadlineClassification":78.34,"InappropriatenessClassification":59.04,"KinopoiskClassification":57.39,"RuReviewsClassification":59.14,"RuSciBenchGRNTIClassification":58.03,"RuSciBenchOECDClassification":44.54,"MassiveIntentClassification (ru)":63.02,"MassiveScenarioClassification (ru)":68.44}
24
+ {"index":90,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.23,"GeoreviewClassification":46.04,"HeadlineClassification":69.98,"InappropriatenessClassification":61.39,"KinopoiskClassification":53.59,"RuReviewsClassification":64.58,"RuSciBenchGRNTIClassification":56.67,"RuSciBenchOECDClassification":43.58,"MassiveIntentClassification (ru)":66.08,"MassiveScenarioClassification (ru)":71.13}
25
  {"index":1,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":58.75,"GeoreviewClassification":43.02,"HeadlineClassification":76.74,"InappropriatenessClassification":59.62,"KinopoiskClassification":62.14,"RuReviewsClassification":58.37,"RuSciBenchGRNTIClassification":59.01,"RuSciBenchOECDClassification":45.37,"MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":66.18}
26
  {"index":18,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":58.42,"GeoreviewClassification":44.47,"HeadlineClassification":76.3,"InappropriatenessClassification":59.73,"KinopoiskClassification":50.88,"RuReviewsClassification":61.96,"RuSciBenchGRNTIClassification":58.37,"RuSciBenchOECDClassification":45.1,"MassiveIntentClassification (ru)":61.88,"MassiveScenarioClassification (ru)":67.1}
27
+ {"index":98,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":58.26,"GeoreviewClassification":42.96,"HeadlineClassification":74.06,"InappropriatenessClassification":58.86,"KinopoiskClassification":55.03,"RuReviewsClassification":61.07,"RuSciBenchGRNTIClassification":55.56,"RuSciBenchOECDClassification":43.35,"MassiveIntentClassification (ru)":63.87,"MassiveScenarioClassification (ru)":69.58}
28
+ {"index":61,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":58.26,"GeoreviewClassification":46.05,"HeadlineClassification":75.64,"InappropriatenessClassification":58.78,"KinopoiskClassification":50.89,"RuReviewsClassification":62.99,"RuSciBenchGRNTIClassification":56.28,"RuSciBenchOECDClassification":42.69,"MassiveIntentClassification (ru)":62.78,"MassiveScenarioClassification (ru)":68.21}
29
  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":57.52,"GeoreviewClassification":39.67,"HeadlineClassification":77.19,"InappropriatenessClassification":64.64,"KinopoiskClassification":50.33,"RuReviewsClassification":58.29,"RuSciBenchGRNTIClassification":54.19,"RuSciBenchOECDClassification":43.8,"MassiveIntentClassification (ru)":61.42,"MassiveScenarioClassification (ru)":68.13}
30
  {"index":38,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":57.24,"GeoreviewClassification":39.97,"HeadlineClassification":79.26,"InappropriatenessClassification":62.52,"KinopoiskClassification":49.51,"RuReviewsClassification":58.27,"RuSciBenchGRNTIClassification":53.9,"RuSciBenchOECDClassification":43.04,"MassiveIntentClassification (ru)":61.09,"MassiveScenarioClassification (ru)":67.6}
31
+ {"index":86,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":56.88,"GeoreviewClassification":42.33,"HeadlineClassification":70.35,"InappropriatenessClassification":59.32,"KinopoiskClassification":44.31,"RuReviewsClassification":62.33,"RuSciBenchGRNTIClassification":56.01,"RuSciBenchOECDClassification":44.14,"MassiveIntentClassification (ru)":63.23,"MassiveScenarioClassification (ru)":69.92}
32
+ {"index":69,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.45,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.65,"MassiveScenarioClassification (ru)":63.77}
33
+ {"index":64,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":56.44,"GeoreviewClassification":44.66,"HeadlineClassification":73.94,"InappropriatenessClassification":59.16,"KinopoiskClassification":49.96,"RuReviewsClassification":61.18,"RuSciBenchGRNTIClassification":54.99,"RuSciBenchOECDClassification":41.72,"MassiveIntentClassification (ru)":58.43,"MassiveScenarioClassification (ru)":63.89}
34
  {"index":48,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.18,"GeoreviewClassification":40.19,"HeadlineClassification":78.75,"InappropriatenessClassification":61.33,"KinopoiskClassification":48.78,"RuReviewsClassification":55.66,"RuSciBenchGRNTIClassification":53.53,"RuSciBenchOECDClassification":41.34,"MassiveIntentClassification (ru)":61.32,"MassiveScenarioClassification (ru)":64.71}
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.15,"GeoreviewClassification":38.95,"HeadlineClassification":75.59,"InappropriatenessClassification":60.68,"KinopoiskClassification":49.67,"RuReviewsClassification":54.05,"RuSciBenchGRNTIClassification":48.53,"RuSciBenchOECDClassification":37.65,"MassiveIntentClassification (ru)":63.12,"MassiveScenarioClassification (ru)":68.08}
36
+ {"index":91,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":55.01,"GeoreviewClassification":41.36,"HeadlineClassification":68.9,"InappropriatenessClassification":59.11,"KinopoiskClassification":50.47,"RuReviewsClassification":60.66,"RuSciBenchGRNTIClassification":52.93,"RuSciBenchOECDClassification":40.79,"MassiveIntentClassification (ru)":57.98,"MassiveScenarioClassification (ru)":62.9}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.98,"GeoreviewClassification":40.89,"HeadlineClassification":68.75,"InappropriatenessClassification":58.48,"KinopoiskClassification":49.85,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":52.8,"RuSciBenchOECDClassification":40.36,"MassiveIntentClassification (ru)":60.53,"MassiveScenarioClassification (ru)":65.15}
38
+ {"index":76,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.71,"GeoreviewClassification":40.86,"HeadlineClassification":68.75,"InappropriatenessClassification":58.52,"KinopoiskClassification":46.77,"RuReviewsClassification":58.01,"RuSciBenchGRNTIClassification":53.04,"RuSciBenchOECDClassification":40.48,"MassiveIntentClassification (ru)":60.67,"MassiveScenarioClassification (ru)":65.25}
39
+ {"index":85,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":53.77,"GeoreviewClassification":38.24,"HeadlineClassification":68.3,"InappropriatenessClassification":58.18,"KinopoiskClassification":41.45,"RuReviewsClassification":58.88,"RuSciBenchGRNTIClassification":53.19,"RuSciBenchOECDClassification":41.41,"MassiveIntentClassification (ru)":59.06,"MassiveScenarioClassification (ru)":65.25}
40
  {"index":45,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":52.17,"GeoreviewClassification":39.64,"HeadlineClassification":74.19,"InappropriatenessClassification":58.57,"KinopoiskClassification":49.06,"RuReviewsClassification":56.99,"RuSciBenchGRNTIClassification":45.63,"RuSciBenchOECDClassification":35.48,"MassiveIntentClassification (ru)":50.83,"MassiveScenarioClassification (ru)":59.15}
41
  {"index":21,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.6,"GeoreviewClassification":37.22,"HeadlineClassification":75.23,"InappropriatenessClassification":57.34,"KinopoiskClassification":49.91,"RuReviewsClassification":50.74,"RuSciBenchGRNTIClassification":48.03,"RuSciBenchOECDClassification":36.13,"MassiveIntentClassification (ru)":53.02,"MassiveScenarioClassification (ru)":56.79}
42
+ {"index":92,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":51.35,"GeoreviewClassification":34.63,"HeadlineClassification":62.29,"InappropriatenessClassification":57.37,"KinopoiskClassification":42.09,"RuReviewsClassification":56.71,"RuSciBenchGRNTIClassification":49.18,"RuSciBenchOECDClassification":39.55,"MassiveIntentClassification (ru)":58.02,"MassiveScenarioClassification (ru)":62.31}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":51.27,"GeoreviewClassification":38.05,"HeadlineClassification":67.64,"InappropriatenessClassification":58.27,"KinopoiskClassification":45.86,"RuReviewsClassification":58.34,"RuSciBenchGRNTIClassification":52.18,"RuSciBenchOECDClassification":40.11,"MassiveIntentClassification (ru)":49.1,"MassiveScenarioClassification (ru)":51.91}
44
  {"index":44,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":44.55,"GeoreviewClassification":33.45,"HeadlineClassification":57.65,"InappropriatenessClassification":54.5,"KinopoiskClassification":41.36,"RuReviewsClassification":49.56,"RuSciBenchGRNTIClassification":35.71,"RuSciBenchOECDClassification":26.51,"MassiveIntentClassification (ru)":50.1,"MassiveScenarioClassification (ru)":52.15}
45
+ {"index":65,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":40.89,"GeoreviewClassification":30.5,"HeadlineClassification":36.09,"InappropriatenessClassification":54.64,"KinopoiskClassification":41.23,"RuReviewsClassification":45.26,"RuSciBenchGRNTIClassification":30.37,"RuSciBenchOECDClassification":22.65,"MassiveIntentClassification (ru)":52.99,"MassiveScenarioClassification (ru)":54.26}
46
  {"index":17,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":38.84,"GeoreviewClassification":32.95,"HeadlineClassification":45.37,"InappropriatenessClassification":54.71,"KinopoiskClassification":36.31,"RuReviewsClassification":48.71,"RuSciBenchGRNTIClassification":24.06,"RuSciBenchOECDClassification":19.18,"MassiveIntentClassification (ru)":41.81,"MassiveScenarioClassification (ru)":46.46}
47
+ {"index":58,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":38.22,"GeoreviewClassification":32.09,"HeadlineClassification":44.38,"InappropriatenessClassification":53.71,"KinopoiskClassification":37.27,"RuReviewsClassification":47.99,"RuSciBenchGRNTIClassification":24.33,"RuSciBenchOECDClassification":18.45,"MassiveIntentClassification (ru)":40.62,"MassiveScenarioClassification (ru)":45.16}
48
+ {"index":56,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.0,"GeoreviewClassification":30.9,"HeadlineClassification":41.74,"InappropriatenessClassification":53.27,"KinopoiskClassification":34.67,"RuReviewsClassification":47.13,"RuSciBenchGRNTIClassification":20.87,"RuSciBenchOECDClassification":16.49,"MassiveIntentClassification (ru)":36.82,"MassiveScenarioClassification (ru)":42.08}
49
+ {"index":66,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":35.09,"GeoreviewClassification":28.08,"HeadlineClassification":28.25,"InappropriatenessClassification":52.74,"KinopoiskClassification":39.85,"RuReviewsClassification":41.19,"RuSciBenchGRNTIClassification":16.08,"RuSciBenchOECDClassification":12.1,"MassiveIntentClassification (ru)":47.61,"MassiveScenarioClassification (ru)":49.94}
50
  {"index":49,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":34.6,"GeoreviewClassification":29.03,"HeadlineClassification":34.62,"InappropriatenessClassification":52.6,"KinopoiskClassification":38.3,"RuReviewsClassification":44.29,"RuSciBenchGRNTIClassification":17.9,"RuSciBenchOECDClassification":14.1,"MassiveIntentClassification (ru)":40.19,"MassiveScenarioClassification (ru)":40.39}
51
  {"index":10,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":33.71,"GeoreviewClassification":28.64,"HeadlineClassification":33.56,"InappropriatenessClassification":51.81,"KinopoiskClassification":35.68,"RuReviewsClassification":44.62,"RuSciBenchGRNTIClassification":22.05,"RuSciBenchOECDClassification":16.53,"MassiveIntentClassification (ru)":32.31,"MassiveScenarioClassification (ru)":38.22}
52
+ {"index":72,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":32.24,"GeoreviewClassification":28.69,"HeadlineClassification":31.06,"InappropriatenessClassification":51.92,"KinopoiskClassification":37.39,"RuReviewsClassification":44.25,"RuSciBenchGRNTIClassification":19.29,"RuSciBenchOECDClassification":14.8,"MassiveIntentClassification (ru)":29.22,"MassiveScenarioClassification (ru)":33.56}
53
  {"index":9,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.96,"GeoreviewClassification":27.74,"HeadlineClassification":30.07,"InappropriatenessClassification":51.63,"KinopoiskClassification":35.58,"RuReviewsClassification":43.47,"RuSciBenchGRNTIClassification":17.34,"RuSciBenchOECDClassification":13.16,"MassiveIntentClassification (ru)":31.7,"MassiveScenarioClassification (ru)":36.99}
54
  {"index":12,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":29.63,"GeoreviewClassification":27.23,"HeadlineClassification":29.75,"InappropriatenessClassification":51.22,"KinopoiskClassification":35.31,"RuReviewsClassification":43.95,"RuSciBenchGRNTIClassification":13.96,"RuSciBenchOECDClassification":10.76,"MassiveIntentClassification (ru)":24.69,"MassiveScenarioClassification (ru)":29.84}
55
+ {"index":57,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":29.54,"GeoreviewClassification":28.65,"HeadlineClassification":29.77,"InappropriatenessClassification":52.5,"KinopoiskClassification":35.86,"RuReviewsClassification":43.2,"RuSciBenchGRNTIClassification":14.83,"RuSciBenchOECDClassification":11.64,"MassiveIntentClassification (ru)":22.51,"MassiveScenarioClassification (ru)":26.94}
56
+ {"index":79,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":28.82,"GeoreviewClassification":25.93,"HeadlineClassification":28.53,"InappropriatenessClassification":51.82,"KinopoiskClassification":34.18,"RuReviewsClassification":42.33,"RuSciBenchGRNTIClassification":13.29,"RuSciBenchOECDClassification":10.62,"MassiveIntentClassification (ru)":23.98,"MassiveScenarioClassification (ru)":28.71}
57
+ {"index":78,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.75,"GeoreviewClassification":27.08,"HeadlineClassification":27.77,"InappropriatenessClassification":51.73,"KinopoiskClassification":33.93,"RuReviewsClassification":41.79,"RuSciBenchGRNTIClassification":10.08,"RuSciBenchOECDClassification":8.3,"MassiveIntentClassification (ru)":27.58,"MassiveScenarioClassification (ru)":30.46}
58
+ {"index":55,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.17,"GeoreviewClassification":27.81,"HeadlineClassification":29.8,"InappropriatenessClassification":51.95,"KinopoiskClassification":34.33,"RuReviewsClassification":41.31,"RuSciBenchGRNTIClassification":10.71,"RuSciBenchOECDClassification":9.01,"MassiveIntentClassification (ru)":21.3,"MassiveScenarioClassification (ru)":27.27}
59
+ {"index":77,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.15,"GeoreviewClassification":23.49,"HeadlineClassification":28.49,"InappropriatenessClassification":50.85,"KinopoiskClassification":34.17,"RuReviewsClassification":42.49,"RuSciBenchGRNTIClassification":10.49,"RuSciBenchOECDClassification":8.31,"MassiveIntentClassification (ru)":26.33,"MassiveScenarioClassification (ru)":28.75}
60
+ {"index":60,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.28,"GeoreviewClassification":27.15,"HeadlineClassification":28.01,"InappropriatenessClassification":51.46,"KinopoiskClassification":33.59,"RuReviewsClassification":39.68,"RuSciBenchGRNTIClassification":8.39,"RuSciBenchOECDClassification":7.24,"MassiveIntentClassification (ru)":13.65,"MassiveScenarioClassification (ru)":18.39}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":44.29,"MassiveScenarioClassification (ru)":51.84}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":67.46,"MassiveScenarioClassification (ru)":71.65}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":76.63,"MassiveScenarioClassification (ru)":80.52}
 
75
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":58.32,"MassiveScenarioClassification (ru)":61.6}
76
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":27.14,"MassiveScenarioClassification (ru)":29.95}
77
  {"index":50,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":62.63,"MassiveScenarioClassification (ru)":67.96}
78
+ {"index":53,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
79
+ {"index":54,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
80
+ {"index":67,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClassification":21.25,"HeadlineClassification":19.82,"InappropriatenessClassification":51.48,"KinopoiskClassification":"","RuReviewsClassification":33.7,"RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":7.62,"MassiveScenarioClassification (ru)":11.82}
81
+ {"index":71,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.53,"MassiveScenarioClassification (ru)":25.98}
82
+ {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
83
+ {"index":74,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
84
+ {"index":75,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
85
+ {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":25.3,"MassiveScenarioClassification (ru)":28.16}
86
+ {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":"","MassiveScenarioClassification (ru)":""}
87
+ {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":57.96,"MassiveScenarioClassification (ru)":65.41}
88
+ {"index":83,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":16.82,"MassiveScenarioClassification (ru)":25.85}
89
+ {"index":84,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":36.58,"MassiveScenarioClassification (ru)":43.44}
90
+ {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":14.82,"MassiveScenarioClassification (ru)":20.69}
91
+ {"index":88,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":17.32,"MassiveScenarioClassification (ru)":27.47}
92
+ {"index":89,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":33.46,"MassiveScenarioClassification (ru)":40.73}
93
+ {"index":93,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/llm_mse\">llm_mse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":2.65,"MassiveScenarioClassification (ru)":8.14}
94
+ {"index":94,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q3_K_S-GGUF\">multilingual-e5-large-instruct-Q3_K_S-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
95
+ {"index":95,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_0-GGUF\">multilingual-e5-large-instruct-Q5_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
96
+ {"index":96,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yoeven\/multilingual-e5-large-instruct-Q5_K_M-GGUF\">multilingual-e5-large-instruct-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GeoreviewClassification":"","HeadlineClassification":"","InappropriatenessClassification":"","KinopoiskClassification":"","RuReviewsClassification":"","RuSciBenchGRNTIClassification":"","RuSciBenchOECDClassification":"","MassiveIntentClassification (ru)":74.16,"MassiveScenarioClassification (ru)":77.71}
boards_data/ru/data_tasks/Clustering/default.jsonl CHANGED
@@ -2,13 +2,13 @@
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":66.37,"GeoreviewClusteringP2P":78.32,"RuSciBenchGRNTIClusteringP2P":65.19,"RuSciBenchOECDClusteringP2P":55.6}
3
  {"index":34,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.92,"GeoreviewClusteringP2P":77.21,"RuSciBenchGRNTIClusteringP2P":63.05,"RuSciBenchOECDClusteringP2P":54.49}
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":64.3,"GeoreviewClusteringP2P":77.46,"RuSciBenchGRNTIClusteringP2P":61.57,"RuSciBenchOECDClusteringP2P":53.88}
5
- {"index":57,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.24,"GeoreviewClusteringP2P":76.32,"RuSciBenchGRNTIClusteringP2P":62.27,"RuSciBenchOECDClusteringP2P":54.13}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":63.77,"GeoreviewClusteringP2P":74.9,"RuSciBenchGRNTIClusteringP2P":62.53,"RuSciBenchOECDClusteringP2P":53.89}
7
- {"index":61,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.13,"GeoreviewClusteringP2P":74.34,"RuSciBenchGRNTIClusteringP2P":62.21,"RuSciBenchOECDClusteringP2P":52.83}
8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.79,"GeoreviewClusteringP2P":61.38,"RuSciBenchGRNTIClusteringP2P":67.3,"RuSciBenchOECDClusteringP2P":56.69}
9
- {"index":66,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
10
- {"index":68,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
11
- {"index":95,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":57.83,"GeoreviewClusteringP2P":72.6,"RuSciBenchGRNTIClusteringP2P":54.17,"RuSciBenchOECDClusteringP2P":46.73}
12
  {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":57.57,"GeoreviewClusteringP2P":69.84,"RuSciBenchGRNTIClusteringP2P":55.65,"RuSciBenchOECDClusteringP2P":47.23}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":56.6,"GeoreviewClusteringP2P":64.4,"RuSciBenchGRNTIClusteringP2P":56.95,"RuSciBenchOECDClusteringP2P":48.45}
14
  {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":56.29,"GeoreviewClusteringP2P":72.23,"RuSciBenchGRNTIClusteringP2P":52.22,"RuSciBenchOECDClusteringP2P":44.42}
@@ -18,24 +18,24 @@
18
  {"index":26,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.67,"GeoreviewClusteringP2P":63.4,"RuSciBenchGRNTIClusteringP2P":55.66,"RuSciBenchOECDClusteringP2P":47.96}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.28,"GeoreviewClusteringP2P":60.28,"RuSciBenchGRNTIClusteringP2P":56.83,"RuSciBenchOECDClusteringP2P":48.73}
20
  {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":54.14,"GeoreviewClusteringP2P":63.53,"RuSciBenchGRNTIClusteringP2P":53.76,"RuSciBenchOECDClusteringP2P":45.13}
21
- {"index":88,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.93,"GeoreviewClusteringP2P":64.55,"RuSciBenchGRNTIClusteringP2P":51.69,"RuSciBenchOECDClusteringP2P":45.56}
22
  {"index":18,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":53.79,"GeoreviewClusteringP2P":61.06,"RuSciBenchGRNTIClusteringP2P":53.84,"RuSciBenchOECDClusteringP2P":46.46}
23
  {"index":47,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":53.66,"GeoreviewClusteringP2P":62.94,"RuSciBenchGRNTIClusteringP2P":53.11,"RuSciBenchOECDClusteringP2P":44.93}
24
  {"index":46,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.26,"GeoreviewClusteringP2P":63.41,"RuSciBenchGRNTIClusteringP2P":51.5,"RuSciBenchOECDClusteringP2P":44.87}
25
- {"index":96,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":52.74,"GeoreviewClusteringP2P":63.89,"RuSciBenchGRNTIClusteringP2P":50.18,"RuSciBenchOECDClusteringP2P":44.16}
26
  {"index":11,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":52.38,"GeoreviewClusteringP2P":63.09,"RuSciBenchGRNTIClusteringP2P":50.83,"RuSciBenchOECDClusteringP2P":43.21}
27
- {"index":60,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.23,"GeoreviewClusteringP2P":59.59,"RuSciBenchGRNTIClusteringP2P":51.98,"RuSciBenchOECDClusteringP2P":45.12}
28
- {"index":67,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.35,"GeoreviewClusteringP2P":58.16,"RuSciBenchGRNTIClusteringP2P":50.78,"RuSciBenchOECDClusteringP2P":45.11}
29
- {"index":62,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.35,"GeoreviewClusteringP2P":58.57,"RuSciBenchGRNTIClusteringP2P":51.14,"RuSciBenchOECDClusteringP2P":44.33}
30
  {"index":37,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.29,"GeoreviewClusteringP2P":57.07,"RuSciBenchGRNTIClusteringP2P":51.44,"RuSciBenchOECDClusteringP2P":45.36}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.43,"GeoreviewClusteringP2P":57.12,"RuSciBenchGRNTIClusteringP2P":49.7,"RuSciBenchOECDClusteringP2P":44.48}
32
- {"index":59,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.27,"GeoreviewClusteringP2P":54.46,"RuSciBenchGRNTIClusteringP2P":51.56,"RuSciBenchOECDClusteringP2P":44.79}
33
- {"index":89,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":49.62,"GeoreviewClusteringP2P":59.71,"RuSciBenchGRNTIClusteringP2P":48.1,"RuSciBenchOECDClusteringP2P":41.06}
34
- {"index":84,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":49.18,"GeoreviewClusteringP2P":56.18,"RuSciBenchGRNTIClusteringP2P":48.47,"RuSciBenchOECDClusteringP2P":42.9}
35
- {"index":83,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.76,"GeoreviewClusteringP2P":53.37,"RuSciBenchGRNTIClusteringP2P":48.22,"RuSciBenchOECDClusteringP2P":41.68}
36
- {"index":74,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.74,"GeoreviewClusteringP2P":52.19,"RuSciBenchGRNTIClusteringP2P":49.07,"RuSciBenchOECDClusteringP2P":41.97}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.84,"GeoreviewClusteringP2P":51.89,"RuSciBenchGRNTIClusteringP2P":47.48,"RuSciBenchOECDClusteringP2P":41.16}
38
- {"index":90,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":44.35,"GeoreviewClusteringP2P":51.65,"RuSciBenchGRNTIClusteringP2P":42.83,"RuSciBenchOECDClusteringP2P":38.58}
39
  {"index":22,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.13,"GeoreviewClusteringP2P":41.82,"RuSciBenchGRNTIClusteringP2P":46.29,"RuSciBenchOECDClusteringP2P":41.28}
40
  {"index":48,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.92,"GeoreviewClusteringP2P":58.79,"RuSciBenchGRNTIClusteringP2P":36.66,"RuSciBenchOECDClusteringP2P":33.31}
41
  {"index":45,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":39.11,"GeoreviewClusteringP2P":41.58,"RuSciBenchGRNTIClusteringP2P":39.78,"RuSciBenchOECDClusteringP2P":35.98}
@@ -43,21 +43,21 @@
43
  {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":30.76,"GeoreviewClusteringP2P":34.4,"RuSciBenchGRNTIClusteringP2P":29.89,"RuSciBenchOECDClusteringP2P":27.98}
44
  {"index":21,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.91,"GeoreviewClusteringP2P":28.77,"RuSciBenchGRNTIClusteringP2P":28.29,"RuSciBenchOECDClusteringP2P":26.67}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":23.77,"GeoreviewClusteringP2P":27.27,"RuSciBenchGRNTIClusteringP2P":23.4,"RuSciBenchOECDClusteringP2P":20.64}
46
- {"index":63,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":22.46,"GeoreviewClusteringP2P":26.01,"RuSciBenchGRNTIClusteringP2P":22.15,"RuSciBenchOECDClusteringP2P":19.23}
47
- {"index":56,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":21.99,"GeoreviewClusteringP2P":27.6,"RuSciBenchGRNTIClusteringP2P":20.36,"RuSciBenchOECDClusteringP2P":18.0}
48
- {"index":54,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.24,"GeoreviewClusteringP2P":23.27,"RuSciBenchGRNTIClusteringP2P":18.28,"RuSciBenchOECDClusteringP2P":16.16}
49
  {"index":10,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":18.95,"GeoreviewClusteringP2P":21.87,"RuSciBenchGRNTIClusteringP2P":19.01,"RuSciBenchOECDClusteringP2P":15.98}
50
- {"index":70,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":17.82,"GeoreviewClusteringP2P":22.34,"RuSciBenchGRNTIClusteringP2P":16.46,"RuSciBenchOECDClusteringP2P":14.67}
51
  {"index":9,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":17.6,"GeoreviewClusteringP2P":23.09,"RuSciBenchGRNTIClusteringP2P":15.54,"RuSciBenchOECDClusteringP2P":14.16}
52
  {"index":12,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":15.84,"GeoreviewClusteringP2P":21.15,"RuSciBenchGRNTIClusteringP2P":14.22,"RuSciBenchOECDClusteringP2P":12.15}
53
- {"index":77,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":15.83,"GeoreviewClusteringP2P":20.33,"RuSciBenchGRNTIClusteringP2P":14.66,"RuSciBenchOECDClusteringP2P":12.49}
54
- {"index":55,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.59,"GeoreviewClusteringP2P":18.26,"RuSciBenchGRNTIClusteringP2P":14.85,"RuSciBenchOECDClusteringP2P":13.66}
55
  {"index":49,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":15.39,"GeoreviewClusteringP2P":16.68,"RuSciBenchGRNTIClusteringP2P":15.63,"RuSciBenchOECDClusteringP2P":13.86}
56
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.72,"GeoreviewClusteringP2P":17.46,"RuSciBenchGRNTIClusteringP2P":14.34,"RuSciBenchOECDClusteringP2P":12.36}
57
- {"index":75,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.87,"GeoreviewClusteringP2P":20.76,"RuSciBenchGRNTIClusteringP2P":10.65,"RuSciBenchOECDClusteringP2P":10.19}
58
- {"index":58,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.81,"GeoreviewClusteringP2P":17.95,"RuSciBenchGRNTIClusteringP2P":12.29,"RuSciBenchOECDClusteringP2P":11.19}
59
- {"index":76,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":13.3,"GeoreviewClusteringP2P":20.25,"RuSciBenchGRNTIClusteringP2P":10.21,"RuSciBenchOECDClusteringP2P":9.44}
60
- {"index":64,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":12.46,"GeoreviewClusteringP2P":18.84,"RuSciBenchGRNTIClusteringP2P":9.23,"RuSciBenchOECDClusteringP2P":9.31}
61
  {"index":4,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
62
  {"index":7,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
63
  {"index":8,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
@@ -66,18 +66,18 @@
66
  {"index":32,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
67
  {"index":41,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
68
  {"index":42,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
69
- {"index":51,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
70
- {"index":52,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
71
- {"index":65,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","GeoreviewClusteringP2P":14.71,"RuSciBenchGRNTIClusteringP2P":7.13,"RuSciBenchOECDClusteringP2P":""}
72
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
73
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
74
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
75
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
76
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
77
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
78
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
79
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
80
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
81
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
82
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
83
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GeoreviewClusteringP2P":"","RuSciBenchGRNTIClusteringP2P":"","RuSciBenchOECDClusteringP2P":""}
 
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":66.37,"GeoreviewClusteringP2P":78.32,"RuSciBenchGRNTIClusteringP2P":65.19,"RuSciBenchOECDClusteringP2P":55.6}
3
  {"index":34,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.92,"GeoreviewClusteringP2P":77.21,"RuSciBenchGRNTIClusteringP2P":63.05,"RuSciBenchOECDClusteringP2P":54.49}
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":64.3,"GeoreviewClusteringP2P":77.46,"RuSciBenchGRNTIClusteringP2P":61.57,"RuSciBenchOECDClusteringP2P":53.88}
5
+ {"index":59,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":64.24,"GeoreviewClusteringP2P":76.32,"RuSciBenchGRNTIClusteringP2P":62.27,"RuSciBenchOECDClusteringP2P":54.13}
6
  {"index":5,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":63.77,"GeoreviewClusteringP2P":74.9,"RuSciBenchGRNTIClusteringP2P":62.53,"RuSciBenchOECDClusteringP2P":53.89}
7
+ {"index":63,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.13,"GeoreviewClusteringP2P":74.34,"RuSciBenchGRNTIClusteringP2P":62.21,"RuSciBenchOECDClusteringP2P":52.83}
8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.79,"GeoreviewClusteringP2P":61.38,"RuSciBenchGRNTIClusteringP2P":67.3,"RuSciBenchOECDClusteringP2P":56.69}
9
+ {"index":68,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
10
+ {"index":70,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":60.8,"GeoreviewClusteringP2P":73.62,"RuSciBenchGRNTIClusteringP2P":57.99,"RuSciBenchOECDClusteringP2P":50.79}
11
+ {"index":97,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":57.83,"GeoreviewClusteringP2P":72.6,"RuSciBenchGRNTIClusteringP2P":54.17,"RuSciBenchOECDClusteringP2P":46.73}
12
  {"index":2,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":57.57,"GeoreviewClusteringP2P":69.84,"RuSciBenchGRNTIClusteringP2P":55.65,"RuSciBenchOECDClusteringP2P":47.23}
13
  {"index":19,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":56.6,"GeoreviewClusteringP2P":64.4,"RuSciBenchGRNTIClusteringP2P":56.95,"RuSciBenchOECDClusteringP2P":48.45}
14
  {"index":1,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":56.29,"GeoreviewClusteringP2P":72.23,"RuSciBenchGRNTIClusteringP2P":52.22,"RuSciBenchOECDClusteringP2P":44.42}
 
18
  {"index":26,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.67,"GeoreviewClusteringP2P":63.4,"RuSciBenchGRNTIClusteringP2P":55.66,"RuSciBenchOECDClusteringP2P":47.96}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":55.28,"GeoreviewClusteringP2P":60.28,"RuSciBenchGRNTIClusteringP2P":56.83,"RuSciBenchOECDClusteringP2P":48.73}
20
  {"index":0,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":54.14,"GeoreviewClusteringP2P":63.53,"RuSciBenchGRNTIClusteringP2P":53.76,"RuSciBenchOECDClusteringP2P":45.13}
21
+ {"index":90,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.93,"GeoreviewClusteringP2P":64.55,"RuSciBenchGRNTIClusteringP2P":51.69,"RuSciBenchOECDClusteringP2P":45.56}
22
  {"index":18,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":53.79,"GeoreviewClusteringP2P":61.06,"RuSciBenchGRNTIClusteringP2P":53.84,"RuSciBenchOECDClusteringP2P":46.46}
23
  {"index":47,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":53.66,"GeoreviewClusteringP2P":62.94,"RuSciBenchGRNTIClusteringP2P":53.11,"RuSciBenchOECDClusteringP2P":44.93}
24
  {"index":46,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.26,"GeoreviewClusteringP2P":63.41,"RuSciBenchGRNTIClusteringP2P":51.5,"RuSciBenchOECDClusteringP2P":44.87}
25
+ {"index":98,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":52.74,"GeoreviewClusteringP2P":63.89,"RuSciBenchGRNTIClusteringP2P":50.18,"RuSciBenchOECDClusteringP2P":44.16}
26
  {"index":11,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":52.38,"GeoreviewClusteringP2P":63.09,"RuSciBenchGRNTIClusteringP2P":50.83,"RuSciBenchOECDClusteringP2P":43.21}
27
+ {"index":62,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":52.23,"GeoreviewClusteringP2P":59.59,"RuSciBenchGRNTIClusteringP2P":51.98,"RuSciBenchOECDClusteringP2P":45.12}
28
+ {"index":69,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":51.35,"GeoreviewClusteringP2P":58.16,"RuSciBenchGRNTIClusteringP2P":50.78,"RuSciBenchOECDClusteringP2P":45.11}
29
+ {"index":64,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":51.35,"GeoreviewClusteringP2P":58.57,"RuSciBenchGRNTIClusteringP2P":51.14,"RuSciBenchOECDClusteringP2P":44.33}
30
  {"index":37,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":51.29,"GeoreviewClusteringP2P":57.07,"RuSciBenchGRNTIClusteringP2P":51.44,"RuSciBenchOECDClusteringP2P":45.36}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":50.43,"GeoreviewClusteringP2P":57.12,"RuSciBenchGRNTIClusteringP2P":49.7,"RuSciBenchOECDClusteringP2P":44.48}
32
+ {"index":61,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":50.27,"GeoreviewClusteringP2P":54.46,"RuSciBenchGRNTIClusteringP2P":51.56,"RuSciBenchOECDClusteringP2P":44.79}
33
+ {"index":91,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":49.62,"GeoreviewClusteringP2P":59.71,"RuSciBenchGRNTIClusteringP2P":48.1,"RuSciBenchOECDClusteringP2P":41.06}
34
+ {"index":86,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":49.18,"GeoreviewClusteringP2P":56.18,"RuSciBenchGRNTIClusteringP2P":48.47,"RuSciBenchOECDClusteringP2P":42.9}
35
+ {"index":85,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":47.76,"GeoreviewClusteringP2P":53.37,"RuSciBenchGRNTIClusteringP2P":48.22,"RuSciBenchOECDClusteringP2P":41.68}
36
+ {"index":76,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":47.74,"GeoreviewClusteringP2P":52.19,"RuSciBenchGRNTIClusteringP2P":49.07,"RuSciBenchOECDClusteringP2P":41.97}
37
  {"index":43,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.84,"GeoreviewClusteringP2P":51.89,"RuSciBenchGRNTIClusteringP2P":47.48,"RuSciBenchOECDClusteringP2P":41.16}
38
+ {"index":92,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":44.35,"GeoreviewClusteringP2P":51.65,"RuSciBenchGRNTIClusteringP2P":42.83,"RuSciBenchOECDClusteringP2P":38.58}
39
  {"index":22,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.13,"GeoreviewClusteringP2P":41.82,"RuSciBenchGRNTIClusteringP2P":46.29,"RuSciBenchOECDClusteringP2P":41.28}
40
  {"index":48,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.92,"GeoreviewClusteringP2P":58.79,"RuSciBenchGRNTIClusteringP2P":36.66,"RuSciBenchOECDClusteringP2P":33.31}
41
  {"index":45,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":39.11,"GeoreviewClusteringP2P":41.58,"RuSciBenchGRNTIClusteringP2P":39.78,"RuSciBenchOECDClusteringP2P":35.98}
 
43
  {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":30.76,"GeoreviewClusteringP2P":34.4,"RuSciBenchGRNTIClusteringP2P":29.89,"RuSciBenchOECDClusteringP2P":27.98}
44
  {"index":21,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.91,"GeoreviewClusteringP2P":28.77,"RuSciBenchGRNTIClusteringP2P":28.29,"RuSciBenchOECDClusteringP2P":26.67}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":23.77,"GeoreviewClusteringP2P":27.27,"RuSciBenchGRNTIClusteringP2P":23.4,"RuSciBenchOECDClusteringP2P":20.64}
46
+ {"index":65,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":22.46,"GeoreviewClusteringP2P":26.01,"RuSciBenchGRNTIClusteringP2P":22.15,"RuSciBenchOECDClusteringP2P":19.23}
47
+ {"index":58,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":21.99,"GeoreviewClusteringP2P":27.6,"RuSciBenchGRNTIClusteringP2P":20.36,"RuSciBenchOECDClusteringP2P":18.0}
48
+ {"index":56,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.24,"GeoreviewClusteringP2P":23.27,"RuSciBenchGRNTIClusteringP2P":18.28,"RuSciBenchOECDClusteringP2P":16.16}
49
  {"index":10,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":18.95,"GeoreviewClusteringP2P":21.87,"RuSciBenchGRNTIClusteringP2P":19.01,"RuSciBenchOECDClusteringP2P":15.98}
50
+ {"index":72,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":17.82,"GeoreviewClusteringP2P":22.34,"RuSciBenchGRNTIClusteringP2P":16.46,"RuSciBenchOECDClusteringP2P":14.67}
51
  {"index":9,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":17.6,"GeoreviewClusteringP2P":23.09,"RuSciBenchGRNTIClusteringP2P":15.54,"RuSciBenchOECDClusteringP2P":14.16}
52
  {"index":12,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":15.84,"GeoreviewClusteringP2P":21.15,"RuSciBenchGRNTIClusteringP2P":14.22,"RuSciBenchOECDClusteringP2P":12.15}
53
+ {"index":79,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":15.83,"GeoreviewClusteringP2P":20.33,"RuSciBenchGRNTIClusteringP2P":14.66,"RuSciBenchOECDClusteringP2P":12.49}
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boards_data/ru/data_tasks/MultilabelClassification/default.jsonl CHANGED
@@ -3,62 +3,62 @@
3
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  {"index":3,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":32.94,"CEDRClassification":39.15,"SensitiveTopicsClassification":26.74}
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29
- {"index":89,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":32.06,"CEDRClassification":38.95,"SensitiveTopicsClassification":25.16}
30
- {"index":62,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.99,"CEDRClassification":40.07,"SensitiveTopicsClassification":23.91}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":31.87,"CEDRClassification":35.84,"SensitiveTopicsClassification":27.9}
32
- {"index":67,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":31.44,"CEDRClassification":40.07,"SensitiveTopicsClassification":22.81}
33
- {"index":74,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.42,"CEDRClassification":40.61,"SensitiveTopicsClassification":22.23}
34
- {"index":83,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.3,"CEDRClassification":37.76,"SensitiveTopicsClassification":24.84}
35
  {"index":43,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.27,"CEDRClassification":40.75,"SensitiveTopicsClassification":21.79}
36
  {"index":1,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":31.2,"CEDRClassification":36.17,"SensitiveTopicsClassification":26.23}
37
  {"index":0,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":30.98,"CEDRClassification":37.56,"SensitiveTopicsClassification":24.41}
38
  {"index":45,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":29.45,"CEDRClassification":36.87,"SensitiveTopicsClassification":22.03}
39
- {"index":90,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":29.42,"CEDRClassification":36.37,"SensitiveTopicsClassification":22.47}
40
  {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.32,"CEDRClassification":36.19,"SensitiveTopicsClassification":22.45}
41
  {"index":48,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.9,"CEDRClassification":34.14,"SensitiveTopicsClassification":23.67}
42
  {"index":44,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":27.96,"CEDRClassification":37.39,"SensitiveTopicsClassification":18.54}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.8,"CEDRClassification":35.55,"SensitiveTopicsClassification":20.05}
44
- {"index":56,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.2,"CEDRClassification":35.55,"SensitiveTopicsClassification":18.85}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":27.15,"CEDRClassification":35.56,"SensitiveTopicsClassification":18.73}
46
  {"index":12,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.1,"CEDRClassification":36.1,"SensitiveTopicsClassification":18.09}
47
  {"index":10,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.06,"CEDRClassification":36.15,"SensitiveTopicsClassification":17.97}
48
- {"index":77,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":26.9,"CEDRClassification":35.98,"SensitiveTopicsClassification":17.83}
49
- {"index":70,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":26.44,"CEDRClassification":34.96,"SensitiveTopicsClassification":17.91}
50
  {"index":21,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.2,"CEDRClassification":33.59,"SensitiveTopicsClassification":18.8}
51
- {"index":54,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.12,"CEDRClassification":34.11,"SensitiveTopicsClassification":18.14}
52
- {"index":75,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.96,"CEDRClassification":33.86,"SensitiveTopicsClassification":18.05}
53
  {"index":49,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.91,"CEDRClassification":33.96,"SensitiveTopicsClassification":17.86}
54
  {"index":9,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.84,"CEDRClassification":33.62,"SensitiveTopicsClassification":18.05}
55
- {"index":55,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":25.42,"CEDRClassification":33.15,"SensitiveTopicsClassification":17.69}
56
- {"index":53,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.41,"CEDRClassification":33.32,"SensitiveTopicsClassification":17.5}
57
- {"index":76,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.27,"CEDRClassification":32.72,"SensitiveTopicsClassification":17.82}
58
- {"index":64,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":25.02,"CEDRClassification":32.34,"SensitiveTopicsClassification":17.7}
59
- {"index":63,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":24.56,"CEDRClassification":31.77,"SensitiveTopicsClassification":17.36}
60
- {"index":58,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":24.26,"CEDRClassification":31.09,"SensitiveTopicsClassification":17.42}
61
- {"index":65,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":23.56,"CEDRClassification":29.49,"SensitiveTopicsClassification":17.63}
62
  {"index":4,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
63
  {"index":7,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
64
  {"index":8,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
@@ -67,17 +67,17 @@
67
  {"index":32,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
68
  {"index":41,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
69
  {"index":42,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
70
- {"index":51,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
71
- {"index":52,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
72
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
73
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
74
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
75
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
76
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
77
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
78
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
79
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
80
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
81
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
82
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
83
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
 
3
  {"index":39,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":44.85,"CEDRClassification":59.69,"SensitiveTopicsClassification":30.01}
4
  {"index":6,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":44.27,"CEDRClassification":52.78,"SensitiveTopicsClassification":35.76}
5
  {"index":34,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":42.94,"CEDRClassification":51.74,"SensitiveTopicsClassification":34.15}
6
+ {"index":59,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":42.93,"CEDRClassification":51.94,"SensitiveTopicsClassification":33.92}
7
  {"index":23,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":41.96,"CEDRClassification":50.67,"SensitiveTopicsClassification":33.24}
8
+ {"index":63,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":41.15,"CEDRClassification":50.01,"SensitiveTopicsClassification":32.29}
9
+ {"index":97,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":39.37,"CEDRClassification":46.77,"SensitiveTopicsClassification":31.97}
10
+ {"index":68,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":38.97,"CEDRClassification":47.31,"SensitiveTopicsClassification":30.63}
11
+ {"index":70,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":38.97,"CEDRClassification":47.31,"SensitiveTopicsClassification":30.63}
12
  {"index":36,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":38.88,"CEDRClassification":44.69,"SensitiveTopicsClassification":33.07}
13
  {"index":2,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":38.63,"CEDRClassification":45.03,"SensitiveTopicsClassification":32.23}
14
  {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":38.25,"CEDRClassification":45.67,"SensitiveTopicsClassification":30.83}
15
  {"index":46,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":37.72,"CEDRClassification":46.78,"SensitiveTopicsClassification":28.65}
16
  {"index":25,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":37.68,"CEDRClassification":43.76,"SensitiveTopicsClassification":31.6}
17
+ {"index":90,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":36.93,"CEDRClassification":45.11,"SensitiveTopicsClassification":28.75}
18
  {"index":24,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":36.46,"CEDRClassification":43.3,"SensitiveTopicsClassification":29.62}
19
  {"index":47,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":36.18,"CEDRClassification":45.48,"SensitiveTopicsClassification":26.88}
20
  {"index":26,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":36.1,"CEDRClassification":42.16,"SensitiveTopicsClassification":30.05}
21
+ {"index":62,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":36.01,"CEDRClassification":44.84,"SensitiveTopicsClassification":27.17}
22
  {"index":11,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":34.86,"CEDRClassification":43.47,"SensitiveTopicsClassification":26.25}
23
+ {"index":61,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":33.65,"CEDRClassification":42.32,"SensitiveTopicsClassification":24.98}
24
+ {"index":98,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":33.29,"CEDRClassification":39.38,"SensitiveTopicsClassification":27.2}
25
  {"index":3,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":32.94,"CEDRClassification":39.15,"SensitiveTopicsClassification":26.74}
26
+ {"index":86,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":32.9,"CEDRClassification":39.98,"SensitiveTopicsClassification":25.83}
27
  {"index":18,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":32.89,"CEDRClassification":38.5,"SensitiveTopicsClassification":27.29}
28
  {"index":37,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":32.67,"CEDRClassification":36.81,"SensitiveTopicsClassification":28.54}
29
+ {"index":91,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":32.06,"CEDRClassification":38.95,"SensitiveTopicsClassification":25.16}
30
+ {"index":64,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.99,"CEDRClassification":40.07,"SensitiveTopicsClassification":23.91}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":31.87,"CEDRClassification":35.84,"SensitiveTopicsClassification":27.9}
32
+ {"index":69,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":31.44,"CEDRClassification":40.07,"SensitiveTopicsClassification":22.81}
33
+ {"index":76,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.42,"CEDRClassification":40.61,"SensitiveTopicsClassification":22.23}
34
+ {"index":85,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.3,"CEDRClassification":37.76,"SensitiveTopicsClassification":24.84}
35
  {"index":43,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":31.27,"CEDRClassification":40.75,"SensitiveTopicsClassification":21.79}
36
  {"index":1,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":31.2,"CEDRClassification":36.17,"SensitiveTopicsClassification":26.23}
37
  {"index":0,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":30.98,"CEDRClassification":37.56,"SensitiveTopicsClassification":24.41}
38
  {"index":45,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":29.45,"CEDRClassification":36.87,"SensitiveTopicsClassification":22.03}
39
+ {"index":92,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":29.42,"CEDRClassification":36.37,"SensitiveTopicsClassification":22.47}
40
  {"index":20,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":29.32,"CEDRClassification":36.19,"SensitiveTopicsClassification":22.45}
41
  {"index":48,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":28.9,"CEDRClassification":34.14,"SensitiveTopicsClassification":23.67}
42
  {"index":44,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":27.96,"CEDRClassification":37.39,"SensitiveTopicsClassification":18.54}
43
  {"index":22,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.8,"CEDRClassification":35.55,"SensitiveTopicsClassification":20.05}
44
+ {"index":58,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.2,"CEDRClassification":35.55,"SensitiveTopicsClassification":18.85}
45
  {"index":17,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":27.15,"CEDRClassification":35.56,"SensitiveTopicsClassification":18.73}
46
  {"index":12,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.1,"CEDRClassification":36.1,"SensitiveTopicsClassification":18.09}
47
  {"index":10,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":27.06,"CEDRClassification":36.15,"SensitiveTopicsClassification":17.97}
48
+ {"index":79,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":26.9,"CEDRClassification":35.98,"SensitiveTopicsClassification":17.83}
49
+ {"index":72,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":26.44,"CEDRClassification":34.96,"SensitiveTopicsClassification":17.91}
50
  {"index":21,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.2,"CEDRClassification":33.59,"SensitiveTopicsClassification":18.8}
51
+ {"index":56,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.12,"CEDRClassification":34.11,"SensitiveTopicsClassification":18.14}
52
+ {"index":77,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.96,"CEDRClassification":33.86,"SensitiveTopicsClassification":18.05}
53
  {"index":49,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.91,"CEDRClassification":33.96,"SensitiveTopicsClassification":17.86}
54
  {"index":9,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.84,"CEDRClassification":33.62,"SensitiveTopicsClassification":18.05}
55
+ {"index":57,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":25.42,"CEDRClassification":33.15,"SensitiveTopicsClassification":17.69}
56
+ {"index":55,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":25.41,"CEDRClassification":33.32,"SensitiveTopicsClassification":17.5}
57
+ {"index":78,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":25.27,"CEDRClassification":32.72,"SensitiveTopicsClassification":17.82}
58
+ {"index":66,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":25.02,"CEDRClassification":32.34,"SensitiveTopicsClassification":17.7}
59
+ {"index":65,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":24.56,"CEDRClassification":31.77,"SensitiveTopicsClassification":17.36}
60
+ {"index":60,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":24.26,"CEDRClassification":31.09,"SensitiveTopicsClassification":17.42}
61
+ {"index":67,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":23.56,"CEDRClassification":29.49,"SensitiveTopicsClassification":17.63}
62
  {"index":4,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
63
  {"index":7,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
64
  {"index":8,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alignment-Lab-AI\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
 
67
  {"index":32,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
68
  {"index":41,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
69
  {"index":42,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","CEDRClassification":"","SensitiveTopicsClassification":""}
70
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71
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boards_data/ru/data_tasks/PairClassification/default.jsonl CHANGED
@@ -2,9 +2,9 @@
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  {"index":47,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":65.07}
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@@ -12,27 +12,27 @@
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18
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21
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- {"index":96,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"TERRa":53.73}
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  {"index":21,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":53.17}
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@@ -41,23 +41,23 @@
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43
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45
  {"index":49,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":50.83}
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  {"index":38,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":50.17}
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  {"index":10,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":47.55}
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- {"index":65,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"TERRa":44.8}
60
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61
  {"index":12,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"TERRa":44.15}
62
  {"index":4,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Embedding Dimensions":1024,"Max Tokens":"N\/A","TERRa":""}
63
  {"index":7,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Embedding Dimensions":768,"Max Tokens":8192,"TERRa":""}
@@ -67,17 +67,17 @@
67
  {"index":32,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"TERRa":""}
68
  {"index":41,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"TERRa":""}
69
  {"index":42,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":""}
70
- {"index":51,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"TERRa":""}
71
- {"index":52,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
72
- {"index":69,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"TERRa":""}
73
- {"index":71,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
74
- {"index":72,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":""}
75
- {"index":73,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":""}
76
- {"index":78,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
77
- {"index":79,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","TERRa":""}
78
- {"index":80,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"TERRa":""}
79
- {"index":81,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
80
- {"index":82,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
81
- {"index":85,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
82
- {"index":86,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
83
- {"index":87,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":""}
 
2
  {"index":6,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"TERRa":67.61}
3
  {"index":35,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","TERRa":66.46}
4
  {"index":47,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":65.07}
5
+ {"index":86,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":64.57}
6
+ {"index":63,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":63.89}
7
+ {"index":59,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"TERRa":60.81}
8
  {"index":36,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":60.79}
9
  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"TERRa":60.65}
10
  {"index":11,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"TERRa":60.6}
 
12
  {"index":46,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":59.76}
13
  {"index":22,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":59.12}
14
  {"index":23,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"TERRa":58.93}
15
+ {"index":68,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"TERRa":58.73}
16
+ {"index":70,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"TERRa":58.73}
17
  {"index":19,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"TERRa":58.61}
18
+ {"index":85,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":58.56}
19
+ {"index":62,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"TERRa":58.42}
20
+ {"index":97,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"TERRa":58.08}
21
+ {"index":90,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":57.81}
22
  {"index":26,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":57.71}
23
  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"TERRa":56.67}
24
  {"index":48,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":56.49}
25
  {"index":2,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"TERRa":56.43}
26
+ {"index":91,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"TERRa":56.27}
27
+ {"index":76,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":55.71}
28
  {"index":43,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":55.61}
29
  {"index":24,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":55.57}
30
+ {"index":64,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"TERRa":55.14}
31
+ {"index":69,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","TERRa":55.14}
32
  {"index":25,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"TERRa":55.06}
33
+ {"index":61,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"TERRa":54.98}
34
+ {"index":92,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"TERRa":54.56}
35
+ {"index":98,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"TERRa":53.73}
36
  {"index":21,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":53.17}
37
  {"index":20,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":53.02}
38
  {"index":0,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"TERRa":52.68}
 
41
  {"index":45,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"TERRa":51.87}
42
  {"index":3,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"TERRa":51.48}
43
  {"index":44,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"TERRa":51.06}
44
+ {"index":65,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"TERRa":50.86}
45
  {"index":49,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":50.83}
46
  {"index":38,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":50.17}
47
+ {"index":56,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"TERRa":49.06}
48
+ {"index":66,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"TERRa":49.05}
49
  {"index":17,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"TERRa":47.68}
50
  {"index":10,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"TERRa":47.55}
51
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52
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72
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boards_data/ru/data_tasks/Reranking/default.jsonl CHANGED
@@ -2,55 +2,55 @@
2
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34
  {"index":9,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.47,"RuBQReranking":44.52,"MIRACLReranking (ru)":22.42}
35
  {"index":38,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":32.8,"RuBQReranking":46.81,"MIRACLReranking (ru)":18.8}
36
  {"index":45,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":30.95,"RuBQReranking":46.09,"MIRACLReranking (ru)":15.81}
37
- {"index":54,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.68,"RuBQReranking":45.35,"MIRACLReranking (ru)":16.0}
38
- {"index":75,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.46,"RuBQReranking":38.51,"MIRACLReranking (ru)":18.42}
39
  {"index":20,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.84,"RuBQReranking":42.58,"MIRACLReranking (ru)":13.09}
40
  {"index":21,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.46,"RuBQReranking":41.65,"MIRACLReranking (ru)":13.27}
41
  {"index":12,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.09,"RuBQReranking":38.37,"MIRACLReranking (ru)":15.81}
42
  {"index":22,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.83,"RuBQReranking":39.89,"MIRACLReranking (ru)":13.77}
43
- {"index":70,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":24.44,"RuBQReranking":34.13,"MIRACLReranking (ru)":14.74}
44
  {"index":48,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":23.68,"RuBQReranking":34.01,"MIRACLReranking (ru)":13.36}
45
  {"index":44,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":21.26,"RuBQReranking":35.44,"MIRACLReranking (ru)":7.08}
46
- {"index":55,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.67,"RuBQReranking":30.83,"MIRACLReranking (ru)":10.52}
47
- {"index":77,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":20.4,"RuBQReranking":30.96,"MIRACLReranking (ru)":9.85}
48
  {"index":49,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.34,"RuBQReranking":30.66,"MIRACLReranking (ru)":8.03}
49
- {"index":76,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":15.86,"RuBQReranking":27.05,"MIRACLReranking (ru)":4.67}
50
- {"index":63,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":15.15,"RuBQReranking":23.18,"MIRACLReranking (ru)":7.12}
51
- {"index":53,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.24,"RuBQReranking":21.8,"MIRACLReranking (ru)":6.67}
52
- {"index":58,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":10.42,"RuBQReranking":17.63,"MIRACLReranking (ru)":3.22}
53
- {"index":64,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":9.32,"RuBQReranking":15.98,"MIRACLReranking (ru)":2.65}
54
  {"index":0,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RuBQReranking":67.85,"MIRACLReranking (ru)":""}
55
  {"index":1,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RuBQReranking":72.6,"MIRACLReranking (ru)":""}
56
  {"index":2,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RuBQReranking":70.59,"MIRACLReranking (ru)":""}
@@ -63,21 +63,21 @@
63
  {"index":32,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
64
  {"index":41,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
65
  {"index":42,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
66
- {"index":51,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
67
- {"index":52,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
68
- {"index":65,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RuBQReranking":18.6,"MIRACLReranking (ru)":""}
69
- {"index":67,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RuBQReranking":71.45,"MIRACLReranking (ru)":""}
70
- {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
71
- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
72
- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
73
- {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
74
- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
75
- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
76
- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
77
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
78
- {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
79
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
80
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
81
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
82
- {"index":95,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","RuBQReranking":75.19,"MIRACLReranking (ru)":""}
83
- {"index":96,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RuBQReranking":66.0,"MIRACLReranking (ru)":""}
 
2
  {"index":34,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":70.46,"RuBQReranking":77.24,"MIRACLReranking (ru)":63.67}
3
  {"index":19,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":70.07,"RuBQReranking":75.26,"MIRACLReranking (ru)":64.88}
4
  {"index":23,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":69.99,"RuBQReranking":75.75,"MIRACLReranking (ru)":64.23}
5
+ {"index":59,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":69.96,"RuBQReranking":76.32,"MIRACLReranking (ru)":63.61}
6
  {"index":11,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":69.7,"RuBQReranking":74.03,"MIRACLReranking (ru)":65.38}
7
+ {"index":62,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":69.66,"RuBQReranking":75.6,"MIRACLReranking (ru)":63.71}
8
  {"index":39,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.94,"RuBQReranking":76.66,"MIRACLReranking (ru)":61.21}
9
  {"index":47,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":68.72,"RuBQReranking":73.08,"MIRACLReranking (ru)":64.35}
10
+ {"index":61,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":66.24,"RuBQReranking":72.01,"MIRACLReranking (ru)":60.47}
11
  {"index":18,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RuBQReranking":71.12,"MIRACLReranking (ru)":61.22}
12
+ {"index":64,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.28,"RuBQReranking":71.45,"MIRACLReranking (ru)":59.12}
13
  {"index":6,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":64.54,"RuBQReranking":74.13,"MIRACLReranking (ru)":54.95}
14
+ {"index":63,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":64.34,"RuBQReranking":71.66,"MIRACLReranking (ru)":57.03}
15
  {"index":36,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":63.89,"RuBQReranking":70.87,"MIRACLReranking (ru)":56.91}
16
  {"index":25,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":63.74,"RuBQReranking":70.23,"MIRACLReranking (ru)":57.25}
17
  {"index":26,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":63.16,"RuBQReranking":69.77,"MIRACLReranking (ru)":56.55}
18
+ {"index":90,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.04,"RuBQReranking":68.65,"MIRACLReranking (ru)":57.44}
19
  {"index":5,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.81,"RuBQReranking":70.28,"MIRACLReranking (ru)":55.34}
20
  {"index":24,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":62.3,"RuBQReranking":68.48,"MIRACLReranking (ru)":56.11}
21
  {"index":46,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":55.58,"RuBQReranking":64.42,"MIRACLReranking (ru)":46.75}
22
+ {"index":91,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":54.94,"RuBQReranking":62.15,"MIRACLReranking (ru)":47.73}
23
+ {"index":70,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.82,"RuBQReranking":65.57,"MIRACLReranking (ru)":42.07}
24
+ {"index":68,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":53.82,"RuBQReranking":65.57,"MIRACLReranking (ru)":42.07}
25
+ {"index":86,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":51.22,"RuBQReranking":58.77,"MIRACLReranking (ru)":43.66}
26
+ {"index":85,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":46.34,"RuBQReranking":52.8,"MIRACLReranking (ru)":39.88}
27
+ {"index":76,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":42.03,"RuBQReranking":55.13,"MIRACLReranking (ru)":28.92}
28
  {"index":43,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.84,"RuBQReranking":54.83,"MIRACLReranking (ru)":28.86}
29
  {"index":37,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":40.56,"RuBQReranking":56.14,"MIRACLReranking (ru)":24.99}
30
  {"index":17,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":39.78,"RuBQReranking":51.31,"MIRACLReranking (ru)":28.25}
31
+ {"index":92,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":38.56,"RuBQReranking":47.69,"MIRACLReranking (ru)":29.44}
32
  {"index":10,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":36.81,"RuBQReranking":47.66,"MIRACLReranking (ru)":25.96}
33
+ {"index":58,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":34.72,"RuBQReranking":47.84,"MIRACLReranking (ru)":21.61}
34
  {"index":9,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.47,"RuBQReranking":44.52,"MIRACLReranking (ru)":22.42}
35
  {"index":38,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":32.8,"RuBQReranking":46.81,"MIRACLReranking (ru)":18.8}
36
  {"index":45,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":30.95,"RuBQReranking":46.09,"MIRACLReranking (ru)":15.81}
37
+ {"index":56,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":30.68,"RuBQReranking":45.35,"MIRACLReranking (ru)":16.0}
38
+ {"index":77,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":28.46,"RuBQReranking":38.51,"MIRACLReranking (ru)":18.42}
39
  {"index":20,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.84,"RuBQReranking":42.58,"MIRACLReranking (ru)":13.09}
40
  {"index":21,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.46,"RuBQReranking":41.65,"MIRACLReranking (ru)":13.27}
41
  {"index":12,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":27.09,"RuBQReranking":38.37,"MIRACLReranking (ru)":15.81}
42
  {"index":22,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":26.83,"RuBQReranking":39.89,"MIRACLReranking (ru)":13.77}
43
+ {"index":72,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":24.44,"RuBQReranking":34.13,"MIRACLReranking (ru)":14.74}
44
  {"index":48,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":23.68,"RuBQReranking":34.01,"MIRACLReranking (ru)":13.36}
45
  {"index":44,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":21.26,"RuBQReranking":35.44,"MIRACLReranking (ru)":7.08}
46
+ {"index":57,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.67,"RuBQReranking":30.83,"MIRACLReranking (ru)":10.52}
47
+ {"index":79,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":20.4,"RuBQReranking":30.96,"MIRACLReranking (ru)":9.85}
48
  {"index":49,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":19.34,"RuBQReranking":30.66,"MIRACLReranking (ru)":8.03}
49
+ {"index":78,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":15.86,"RuBQReranking":27.05,"MIRACLReranking (ru)":4.67}
50
+ {"index":65,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":15.15,"RuBQReranking":23.18,"MIRACLReranking (ru)":7.12}
51
+ {"index":55,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":14.24,"RuBQReranking":21.8,"MIRACLReranking (ru)":6.67}
52
+ {"index":60,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":10.42,"RuBQReranking":17.63,"MIRACLReranking (ru)":3.22}
53
+ {"index":66,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":9.32,"RuBQReranking":15.98,"MIRACLReranking (ru)":2.65}
54
  {"index":0,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RuBQReranking":67.85,"MIRACLReranking (ru)":""}
55
  {"index":1,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RuBQReranking":72.6,"MIRACLReranking (ru)":""}
56
  {"index":2,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RuBQReranking":70.59,"MIRACLReranking (ru)":""}
 
63
  {"index":32,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
64
  {"index":41,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
65
  {"index":42,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
66
+ {"index":53,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
67
+ {"index":54,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
68
+ {"index":67,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RuBQReranking":18.6,"MIRACLReranking (ru)":""}
69
+ {"index":69,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RuBQReranking":71.45,"MIRACLReranking (ru)":""}
70
+ {"index":71,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
71
+ {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
72
+ {"index":74,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
73
+ {"index":75,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
74
+ {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
75
+ {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
76
+ {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
77
+ {"index":83,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
78
+ {"index":84,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
79
+ {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RuBQReranking":"","MIRACLReranking (ru)":""}
80
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boards_data/ru/data_tasks/Retrieval/default.jsonl CHANGED
@@ -2,46 +2,46 @@
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":76.0,"RiaNewsRetrieval":88.02,"RuBQRetrieval":71.54,"MIRACLRetrieval (ru)":68.43}
3
  {"index":23,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.79,"RiaNewsRetrieval":82.76,"RuBQRetrieval":76.31,"MIRACLRetrieval (ru)":68.3}
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  {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":74.79,"RiaNewsRetrieval":82.99,"RuBQRetrieval":71.22,"MIRACLRetrieval (ru)":70.16}
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7
  {"index":47,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.63,"RiaNewsRetrieval":83.53,"RuBQRetrieval":70.03,"MIRACLRetrieval (ru)":67.33}
8
- {"index":61,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":68.23,"RiaNewsRetrieval":82.44,"RuBQRetrieval":69.18,"MIRACLRetrieval (ru)":53.08}
9
  {"index":39,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.08,"RiaNewsRetrieval":71.65,"RuBQRetrieval":73.66,"MIRACLRetrieval (ru)":58.92}
10
- {"index":59,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.14,"RiaNewsRetrieval":70.24,"RuBQRetrieval":69.58,"MIRACLRetrieval (ru)":61.6}
11
  {"index":25,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.92,"RiaNewsRetrieval":78.17,"RuBQRetrieval":67.98,"MIRACLRetrieval (ru)":54.6}
12
  {"index":36,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.51,"RiaNewsRetrieval":78.86,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":53.91}
13
  {"index":26,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.17,"RiaNewsRetrieval":77.42,"RuBQRetrieval":67.75,"MIRACLRetrieval (ru)":53.33}
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  {"index":24,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.13,"RiaNewsRetrieval":79.42,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":52.21}
15
- {"index":62,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.85,"RiaNewsRetrieval":70.0,"RuBQRetrieval":68.53,"MIRACLRetrieval (ru)":59.01}
16
- {"index":88,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.68,"RiaNewsRetrieval":69.36,"RuBQRetrieval":65.71,"MIRACLRetrieval (ru)":55.97}
17
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18
- {"index":89,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":46.69,"RiaNewsRetrieval":51.27,"RuBQRetrieval":51.73,"MIRACLRetrieval (ru)":37.07}
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- {"index":84,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.22,"RiaNewsRetrieval":51.75,"RuBQRetrieval":37.04,"MIRACLRetrieval (ru)":22.87}
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- {"index":83,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.16,"RiaNewsRetrieval":44.82,"RuBQRetrieval":29.7,"MIRACLRetrieval (ru)":18.96}
21
- {"index":74,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.88,"RiaNewsRetrieval":42.75,"RuBQRetrieval":30.02,"MIRACLRetrieval (ru)":10.86}
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  {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":24.78,"RiaNewsRetrieval":34.73,"RuBQRetrieval":29.03,"MIRACLRetrieval (ru)":10.58}
23
  {"index":10,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.29,"RiaNewsRetrieval":29.09,"RuBQRetrieval":21.05,"MIRACLRetrieval (ru)":10.73}
24
  {"index":37,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":19.13,"RiaNewsRetrieval":21.4,"RuBQRetrieval":29.8,"MIRACLRetrieval (ru)":6.2}
25
- {"index":90,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":18.96,"RiaNewsRetrieval":23.85,"RuBQRetrieval":21.04,"MIRACLRetrieval (ru)":11.99}
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- {"index":56,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.03,"RiaNewsRetrieval":17.66,"RuBQRetrieval":21.29,"MIRACLRetrieval (ru)":6.14}
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  {"index":9,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":12.96,"RiaNewsRetrieval":19.6,"RuBQRetrieval":13.27,"MIRACLRetrieval (ru)":6.02}
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29
- {"index":75,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":9.18,"RiaNewsRetrieval":15.65,"RuBQRetrieval":8.84,"MIRACLRetrieval (ru)":3.04}
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  {"index":45,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":8.89,"RiaNewsRetrieval":13.92,"RuBQRetrieval":10.87,"MIRACLRetrieval (ru)":1.89}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":8.51,"RiaNewsRetrieval":11.11,"RuBQRetrieval":12.45,"MIRACLRetrieval (ru)":1.98}
32
- {"index":70,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":7.78,"RiaNewsRetrieval":12.92,"RuBQRetrieval":6.7,"MIRACLRetrieval (ru)":3.73}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":7.09,"RiaNewsRetrieval":6.72,"RuBQRetrieval":12.63,"MIRACLRetrieval (ru)":1.92}
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  {"index":12,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":7.06,"RiaNewsRetrieval":10.58,"RuBQRetrieval":8.17,"MIRACLRetrieval (ru)":2.42}
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  {"index":48,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":6.0,"RiaNewsRetrieval":4.84,"RuBQRetrieval":10.15,"MIRACLRetrieval (ru)":3.02}
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  {"index":20,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.71,"RiaNewsRetrieval":4.14,"RuBQRetrieval":10.6,"MIRACLRetrieval (ru)":2.39}
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  {"index":21,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.33,"RiaNewsRetrieval":5.58,"RuBQRetrieval":9.52,"MIRACLRetrieval (ru)":0.88}
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- {"index":55,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":3.52,"RiaNewsRetrieval":4.39,"RuBQRetrieval":4.69,"MIRACLRetrieval (ru)":1.49}
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- {"index":77,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":2.95,"RiaNewsRetrieval":3.32,"RuBQRetrieval":4.75,"MIRACLRetrieval (ru)":0.77}
40
  {"index":49,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":2.32,"RiaNewsRetrieval":2.94,"RuBQRetrieval":3.12,"MIRACLRetrieval (ru)":0.89}
41
  {"index":44,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":1.54,"RiaNewsRetrieval":0.79,"RuBQRetrieval":3.24,"MIRACLRetrieval (ru)":0.58}
42
- {"index":53,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":1.37,"RiaNewsRetrieval":2.03,"RuBQRetrieval":1.74,"MIRACLRetrieval (ru)":0.34}
43
- {"index":76,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":1.23,"RiaNewsRetrieval":0.67,"RuBQRetrieval":2.64,"MIRACLRetrieval (ru)":0.39}
44
- {"index":58,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":1.01,"RiaNewsRetrieval":1.35,"RuBQRetrieval":1.48,"MIRACLRetrieval (ru)":0.21}
45
  {"index":0,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
46
  {"index":2,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
47
  {"index":3,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
@@ -59,25 +59,27 @@
59
  {"index":34,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","RiaNewsRetrieval":81.14,"RuBQRetrieval":77.16,"MIRACLRetrieval (ru)":""}
60
  {"index":41,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
61
  {"index":42,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
62
- {"index":51,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":48.26}
63
- {"index":52,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":52.35}
64
- {"index":63,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":1.3,"RuBQRetrieval":0.91,"MIRACLRetrieval (ru)":""}
65
- {"index":64,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":0.16,"RuBQRetrieval":0.19,"MIRACLRetrieval (ru)":""}
66
- {"index":65,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RiaNewsRetrieval":0.01,"RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
67
- {"index":66,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
68
- {"index":67,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RiaNewsRetrieval":70.01,"RuBQRetrieval":68.53,"MIRACLRetrieval (ru)":""}
69
- {"index":68,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":"","RiaNewsRetrieval":79.21,"RuBQRetrieval":72.31,"MIRACLRetrieval (ru)":""}
70
- {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
71
- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
72
- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
73
- {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
74
- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
75
- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
76
- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
77
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
78
- {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
79
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
80
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
81
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
82
- {"index":95,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":72.32,"MIRACLRetrieval (ru)":""}
83
- {"index":96,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":60.1,"MIRACLRetrieval (ru)":""}
 
 
 
2
  {"index":1,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":76.0,"RiaNewsRetrieval":88.02,"RuBQRetrieval":71.54,"MIRACLRetrieval (ru)":68.43}
3
  {"index":23,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":75.79,"RiaNewsRetrieval":82.76,"RuBQRetrieval":76.31,"MIRACLRetrieval (ru)":68.3}
4
  {"index":11,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":74.79,"RiaNewsRetrieval":82.99,"RuBQRetrieval":71.22,"MIRACLRetrieval (ru)":70.16}
5
+ {"index":59,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.19,"RiaNewsRetrieval":78.94,"RuBQRetrieval":75.98,"MIRACLRetrieval (ru)":67.66}
6
+ {"index":62,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":74.04,"RiaNewsRetrieval":80.67,"RuBQRetrieval":74.13,"MIRACLRetrieval (ru)":67.33}
7
  {"index":47,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.63,"RiaNewsRetrieval":83.53,"RuBQRetrieval":70.03,"MIRACLRetrieval (ru)":67.33}
8
+ {"index":63,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":68.23,"RiaNewsRetrieval":82.44,"RuBQRetrieval":69.18,"MIRACLRetrieval (ru)":53.08}
9
  {"index":39,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":68.08,"RiaNewsRetrieval":71.65,"RuBQRetrieval":73.66,"MIRACLRetrieval (ru)":58.92}
10
+ {"index":61,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":67.14,"RiaNewsRetrieval":70.24,"RuBQRetrieval":69.58,"MIRACLRetrieval (ru)":61.6}
11
  {"index":25,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.92,"RiaNewsRetrieval":78.17,"RuBQRetrieval":67.98,"MIRACLRetrieval (ru)":54.6}
12
  {"index":36,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":66.51,"RiaNewsRetrieval":78.86,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":53.91}
13
  {"index":26,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.17,"RiaNewsRetrieval":77.42,"RuBQRetrieval":67.75,"MIRACLRetrieval (ru)":53.33}
14
  {"index":24,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":66.13,"RiaNewsRetrieval":79.42,"RuBQRetrieval":66.77,"MIRACLRetrieval (ru)":52.21}
15
+ {"index":64,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":65.85,"RiaNewsRetrieval":70.0,"RuBQRetrieval":68.53,"MIRACLRetrieval (ru)":59.01}
16
+ {"index":90,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":63.68,"RiaNewsRetrieval":69.36,"RuBQRetrieval":65.71,"MIRACLRetrieval (ru)":55.97}
17
  {"index":46,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.14,"RiaNewsRetrieval":77.72,"RuBQRetrieval":56.86,"MIRACLRetrieval (ru)":33.84}
18
+ {"index":91,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":46.69,"RiaNewsRetrieval":51.27,"RuBQRetrieval":51.73,"MIRACLRetrieval (ru)":37.07}
19
+ {"index":86,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.22,"RiaNewsRetrieval":51.75,"RuBQRetrieval":37.04,"MIRACLRetrieval (ru)":22.87}
20
+ {"index":85,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":31.16,"RiaNewsRetrieval":44.82,"RuBQRetrieval":29.7,"MIRACLRetrieval (ru)":18.96}
21
+ {"index":76,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":27.88,"RiaNewsRetrieval":42.75,"RuBQRetrieval":30.02,"MIRACLRetrieval (ru)":10.86}
22
  {"index":43,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":24.78,"RiaNewsRetrieval":34.73,"RuBQRetrieval":29.03,"MIRACLRetrieval (ru)":10.58}
23
  {"index":10,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":20.29,"RiaNewsRetrieval":29.09,"RuBQRetrieval":21.05,"MIRACLRetrieval (ru)":10.73}
24
  {"index":37,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":19.13,"RiaNewsRetrieval":21.4,"RuBQRetrieval":29.8,"MIRACLRetrieval (ru)":6.2}
25
+ {"index":92,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":18.96,"RiaNewsRetrieval":23.85,"RuBQRetrieval":21.04,"MIRACLRetrieval (ru)":11.99}
26
+ {"index":58,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":15.03,"RiaNewsRetrieval":17.66,"RuBQRetrieval":21.29,"MIRACLRetrieval (ru)":6.14}
27
  {"index":9,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":12.96,"RiaNewsRetrieval":19.6,"RuBQRetrieval":13.27,"MIRACLRetrieval (ru)":6.02}
28
+ {"index":56,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":11.48,"RiaNewsRetrieval":14.82,"RuBQRetrieval":16.23,"MIRACLRetrieval (ru)":3.39}
29
+ {"index":77,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":9.18,"RiaNewsRetrieval":15.65,"RuBQRetrieval":8.84,"MIRACLRetrieval (ru)":3.04}
30
  {"index":45,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":8.89,"RiaNewsRetrieval":13.92,"RuBQRetrieval":10.87,"MIRACLRetrieval (ru)":1.89}
31
  {"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_nlu_ru\">sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":8.51,"RiaNewsRetrieval":11.11,"RuBQRetrieval":12.45,"MIRACLRetrieval (ru)":1.98}
32
+ {"index":72,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":7.78,"RiaNewsRetrieval":12.92,"RuBQRetrieval":6.7,"MIRACLRetrieval (ru)":3.73}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":7.09,"RiaNewsRetrieval":6.72,"RuBQRetrieval":12.63,"MIRACLRetrieval (ru)":1.92}
34
  {"index":12,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":7.06,"RiaNewsRetrieval":10.58,"RuBQRetrieval":8.17,"MIRACLRetrieval (ru)":2.42}
35
  {"index":48,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":6.0,"RiaNewsRetrieval":4.84,"RuBQRetrieval":10.15,"MIRACLRetrieval (ru)":3.02}
36
  {"index":20,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.71,"RiaNewsRetrieval":4.14,"RuBQRetrieval":10.6,"MIRACLRetrieval (ru)":2.39}
37
  {"index":21,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":5.33,"RiaNewsRetrieval":5.58,"RuBQRetrieval":9.52,"MIRACLRetrieval (ru)":0.88}
38
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39
+ {"index":79,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":2.95,"RiaNewsRetrieval":3.32,"RuBQRetrieval":4.75,"MIRACLRetrieval (ru)":0.77}
40
  {"index":49,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":2.32,"RiaNewsRetrieval":2.94,"RuBQRetrieval":3.12,"MIRACLRetrieval (ru)":0.89}
41
  {"index":44,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":1.54,"RiaNewsRetrieval":0.79,"RuBQRetrieval":3.24,"MIRACLRetrieval (ru)":0.58}
42
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43
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44
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45
  {"index":0,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
46
  {"index":2,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
47
  {"index":3,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
 
59
  {"index":34,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","RiaNewsRetrieval":81.14,"RuBQRetrieval":77.16,"MIRACLRetrieval (ru)":""}
60
  {"index":41,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
61
  {"index":42,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
62
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63
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64
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65
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66
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67
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68
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69
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70
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71
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72
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73
+ {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
74
+ {"index":74,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
75
+ {"index":75,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
76
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77
+ {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
78
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79
+ {"index":83,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
80
+ {"index":84,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RiaNewsRetrieval":"","RuBQRetrieval":"","MIRACLRetrieval (ru)":""}
81
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82
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83
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84
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85
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boards_data/ru/data_tasks/STS/default.jsonl CHANGED
@@ -1,33 +1,33 @@
1
  {"index":47,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":76.75,"RUParaPhraserSTS":76.36,"RuSTSBenchmarkSTS":83.35,"STS22 (ru)":70.55}
2
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3
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4
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5
  {"index":6,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":75.03,"RUParaPhraserSTS":77.45,"RuSTSBenchmarkSTS":83.82,"STS22 (ru)":63.82}
6
  {"index":23,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":74.63,"RUParaPhraserSTS":74.37,"RuSTSBenchmarkSTS":81.07,"STS22 (ru)":68.45}
7
  {"index":46,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.35,"RUParaPhraserSTS":73.07,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":68.06}
8
  {"index":35,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.34,"RUParaPhraserSTS":78.09,"RuSTSBenchmarkSTS":81.4,"STS22 (ru)":63.54}
9
  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.31,"RUParaPhraserSTS":75.99,"RuSTSBenchmarkSTS":84.57,"STS22 (ru)":62.38}
10
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11
  {"index":36,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":73.97,"RUParaPhraserSTS":76.16,"RuSTSBenchmarkSTS":78.69,"STS22 (ru)":67.06}
12
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13
  {"index":11,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.68,"RUParaPhraserSTS":74.9,"RuSTSBenchmarkSTS":79.87,"STS22 (ru)":66.26}
14
  {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":72.8,"RUParaPhraserSTS":71.11,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":65.39}
15
- {"index":89,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":71.73,"RUParaPhraserSTS":72.15,"RuSTSBenchmarkSTS":78.48,"STS22 (ru)":64.56}
16
  {"index":26,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.7,"RUParaPhraserSTS":68.53,"RuSTSBenchmarkSTS":78.44,"STS22 (ru)":68.12}
17
- {"index":60,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.62,"RUParaPhraserSTS":71.82,"RuSTSBenchmarkSTS":83.15,"STS22 (ru)":59.89}
18
  {"index":5,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":71.35,"RUParaPhraserSTS":73.65,"RuSTSBenchmarkSTS":80.03,"STS22 (ru)":60.37}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.18,"RUParaPhraserSTS":68.33,"RuSTSBenchmarkSTS":77.85,"STS22 (ru)":67.35}
20
  {"index":25,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":70.68,"RUParaPhraserSTS":68.14,"RuSTSBenchmarkSTS":76.87,"STS22 (ru)":67.03}
21
  {"index":39,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":70.29,"RUParaPhraserSTS":70.47,"RuSTSBenchmarkSTS":79.3,"STS22 (ru)":61.11}
22
- {"index":59,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":70.16,"RUParaPhraserSTS":70.17,"RuSTSBenchmarkSTS":79.64,"STS22 (ru)":60.67}
23
  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":69.96,"RUParaPhraserSTS":69.33,"RuSTSBenchmarkSTS":77.15,"STS22 (ru)":63.39}
24
- {"index":62,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
25
- {"index":67,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
26
- {"index":84,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.98,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":82.46,"STS22 (ru)":58.74}
27
- {"index":90,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":68.04,"RUParaPhraserSTS":67.02,"RuSTSBenchmarkSTS":82.6,"STS22 (ru)":54.51}
28
- {"index":83,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RUParaPhraserSTS":61.87,"RuSTSBenchmarkSTS":79.55,"STS22 (ru)":57.08}
29
  {"index":43,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.91,"RUParaPhraserSTS":65.87,"RuSTSBenchmarkSTS":73.32,"STS22 (ru)":58.53}
30
- {"index":74,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.52,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":73.34,"STS22 (ru)":57.49}
31
  {"index":37,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":64.4,"RUParaPhraserSTS":65.17,"RuSTSBenchmarkSTS":71.22,"STS22 (ru)":56.82}
32
  {"index":45,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":62.98,"RUParaPhraserSTS":65.14,"RuSTSBenchmarkSTS":69.43,"STS22 (ru)":54.38}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.18,"RUParaPhraserSTS":66.24,"RuSTSBenchmarkSTS":66.03,"STS22 (ru)":51.27}
@@ -35,23 +35,23 @@
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.2,"RUParaPhraserSTS":55.01,"RuSTSBenchmarkSTS":61.72,"STS22 (ru)":51.87}
36
  {"index":48,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.39,"RUParaPhraserSTS":54.03,"RuSTSBenchmarkSTS":58.47,"STS22 (ru)":47.67}
37
  {"index":44,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":53.15,"RUParaPhraserSTS":53.41,"RuSTSBenchmarkSTS":58.16,"STS22 (ru)":47.88}
38
- {"index":56,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":51.02,"RUParaPhraserSTS":54.89,"RuSTSBenchmarkSTS":63.79,"STS22 (ru)":34.37}
39
  {"index":17,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":47.86,"RUParaPhraserSTS":48.32,"RuSTSBenchmarkSTS":58.74,"STS22 (ru)":36.52}
40
- {"index":54,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.98,"RUParaPhraserSTS":54.96,"RuSTSBenchmarkSTS":64.35,"STS22 (ru)":21.62}
41
- {"index":70,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.88,"RUParaPhraserSTS":51.29,"RuSTSBenchmarkSTS":57.12,"STS22 (ru)":32.23}
42
  {"index":21,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.22,"RUParaPhraserSTS":49.72,"RuSTSBenchmarkSTS":53.95,"STS22 (ru)":34.98}
43
  {"index":10,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":44.87,"RUParaPhraserSTS":49.11,"RuSTSBenchmarkSTS":60.33,"STS22 (ru)":25.18}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.0,"RUParaPhraserSTS":48.39,"RuSTSBenchmarkSTS":55.64,"STS22 (ru)":24.96}
45
- {"index":63,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":42.15,"RUParaPhraserSTS":39.08,"RuSTSBenchmarkSTS":44.22,"STS22 (ru)":43.14}
46
  {"index":9,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.54,"RUParaPhraserSTS":48.73,"RuSTSBenchmarkSTS":59.7,"STS22 (ru)":16.18}
47
- {"index":55,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":40.4,"RUParaPhraserSTS":46.38,"RuSTSBenchmarkSTS":53.27,"STS22 (ru)":21.54}
48
  {"index":12,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":39.99,"RUParaPhraserSTS":44.65,"RuSTSBenchmarkSTS":57.44,"STS22 (ru)":17.88}
49
- {"index":76,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":38.07,"RUParaPhraserSTS":43.93,"RuSTSBenchmarkSTS":55.56,"STS22 (ru)":14.72}
50
- {"index":77,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":37.89,"RUParaPhraserSTS":42.15,"RuSTSBenchmarkSTS":55.68,"STS22 (ru)":15.83}
51
- {"index":75,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":37.66,"RUParaPhraserSTS":45.47,"RuSTSBenchmarkSTS":56.33,"STS22 (ru)":11.19}
52
- {"index":53,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":33.01,"RUParaPhraserSTS":39.12,"RuSTSBenchmarkSTS":51.35,"STS22 (ru)":8.56}
53
- {"index":64,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":30.37,"RUParaPhraserSTS":29.73,"RuSTSBenchmarkSTS":32.6,"STS22 (ru)":28.77}
54
- {"index":58,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":30.08,"RUParaPhraserSTS":31.9,"RuSTSBenchmarkSTS":40.23,"STS22 (ru)":18.1}
55
  {"index":0,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RUParaPhraserSTS":64.5,"RuSTSBenchmarkSTS":69.33,"STS22 (ru)":""}
56
  {"index":1,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RUParaPhraserSTS":65.57,"RuSTSBenchmarkSTS":69.9,"STS22 (ru)":""}
57
  {"index":2,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RUParaPhraserSTS":69.05,"RuSTSBenchmarkSTS":81.77,"STS22 (ru)":""}
@@ -70,20 +70,20 @@
70
  {"index":41,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":4096,"Max Tokens":2048,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.36}
71
  {"index":42,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":""}
72
  {"index":50,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.57}
73
- {"index":51,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-107m-multilingual\">granite-embedding-107m-multilingual<\/a>","Model Size (Million Parameters)":107,"Memory Usage (GB, fp32)":0.4,"Embedding Dimensions":384,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":""}
74
- {"index":52,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":""}
75
- {"index":65,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RUParaPhraserSTS":9.13,"RuSTSBenchmarkSTS":16.85,"STS22 (ru)":""}
76
- {"index":69,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.92}
77
- {"index":71,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.93}
78
- {"index":72,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":41.06}
79
- {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":13.08}
80
- {"index":78,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":1.11}
81
- {"index":79,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">average_word_embeddings_komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":300,"Max Tokens":"N\/A","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":19.44}
82
- {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":52.4}
83
- {"index":81,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":15.36}
84
- {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":32.69}
85
- {"index":85,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":12.13}
86
- {"index":86,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":14.21}
87
- {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":26.63}
88
- {"index":95,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","RUParaPhraserSTS":72.97,"RuSTSBenchmarkSTS":80.81,"STS22 (ru)":""}
89
- {"index":96,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RUParaPhraserSTS":65.18,"RuSTSBenchmarkSTS":74.52,"STS22 (ru)":""}
 
1
  {"index":47,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-bge-m3\">USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":76.75,"RUParaPhraserSTS":76.36,"RuSTSBenchmarkSTS":83.35,"STS22 (ru)":70.55}
2
+ {"index":63,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":76.48,"RUParaPhraserSTS":75.4,"RuSTSBenchmarkSTS":83.97,"STS22 (ru)":70.06}
3
+ {"index":68,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":76.03,"RUParaPhraserSTS":76.77,"RuSTSBenchmarkSTS":86.22,"STS22 (ru)":65.09}
4
+ {"index":70,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/koble-ai\/jina-embeddings-v3\">jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":76.03,"RUParaPhraserSTS":76.77,"RuSTSBenchmarkSTS":86.22,"STS22 (ru)":65.09}
5
  {"index":6,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":75.03,"RUParaPhraserSTS":77.45,"RuSTSBenchmarkSTS":83.82,"STS22 (ru)":63.82}
6
  {"index":23,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":74.63,"RUParaPhraserSTS":74.37,"RuSTSBenchmarkSTS":81.07,"STS22 (ru)":68.45}
7
  {"index":46,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/USER-base\">USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.35,"RUParaPhraserSTS":73.07,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":68.06}
8
  {"index":35,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/FRIDA\">FRIDA<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":74.34,"RUParaPhraserSTS":78.09,"RuSTSBenchmarkSTS":81.4,"STS22 (ru)":63.54}
9
  {"index":34,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":74.31,"RUParaPhraserSTS":75.99,"RuSTSBenchmarkSTS":84.57,"STS22 (ru)":62.38}
10
+ {"index":90,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/LaBSE-ru-turbo\">LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":74.1,"RUParaPhraserSTS":72.97,"RuSTSBenchmarkSTS":81.77,"STS22 (ru)":67.57}
11
  {"index":36,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/ru-en-RoSBERTa\">ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average":73.97,"RUParaPhraserSTS":76.16,"RuSTSBenchmarkSTS":78.69,"STS22 (ru)":67.06}
12
+ {"index":59,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":73.71,"RUParaPhraserSTS":76.17,"RuSTSBenchmarkSTS":84.13,"STS22 (ru)":60.83}
13
  {"index":11,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":73.68,"RUParaPhraserSTS":74.9,"RuSTSBenchmarkSTS":79.87,"STS22 (ru)":66.26}
14
  {"index":19,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":72.8,"RUParaPhraserSTS":71.11,"RuSTSBenchmarkSTS":81.91,"STS22 (ru)":65.39}
15
+ {"index":91,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":71.73,"RUParaPhraserSTS":72.15,"RuSTSBenchmarkSTS":78.48,"STS22 (ru)":64.56}
16
  {"index":26,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-v1\">KaLM-embedding-multilingual-mini-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.7,"RUParaPhraserSTS":68.53,"RuSTSBenchmarkSTS":78.44,"STS22 (ru)":68.12}
17
+ {"index":62,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":71.62,"RUParaPhraserSTS":71.82,"RuSTSBenchmarkSTS":83.15,"STS22 (ru)":59.89}
18
  {"index":5,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":71.35,"RUParaPhraserSTS":73.65,"RuSTSBenchmarkSTS":80.03,"STS22 (ru)":60.37}
19
  {"index":24,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1\">KaLM-embedding-multilingual-mini-instruct-v1<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":71.18,"RUParaPhraserSTS":68.33,"RuSTSBenchmarkSTS":77.85,"STS22 (ru)":67.35}
20
  {"index":25,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/HIT-TMG\/KaLM-embedding-multilingual-mini-instruct-v1.5\">KaLM-embedding-multilingual-mini-instruct-v1.5<\/a>","Model Size (Million Parameters)":494,"Memory Usage (GB, fp32)":1.84,"Embedding Dimensions":896,"Max Tokens":131072,"Average":70.68,"RUParaPhraserSTS":68.14,"RuSTSBenchmarkSTS":76.87,"STS22 (ru)":67.03}
21
  {"index":39,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-sage\/Giga-Embeddings-instruct\">Giga-Embeddings-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":70.29,"RUParaPhraserSTS":70.47,"RuSTSBenchmarkSTS":79.3,"STS22 (ru)":61.11}
22
+ {"index":61,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":70.16,"RUParaPhraserSTS":70.17,"RuSTSBenchmarkSTS":79.64,"STS22 (ru)":60.67}
23
  {"index":18,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":69.96,"RUParaPhraserSTS":69.33,"RuSTSBenchmarkSTS":77.15,"STS22 (ru)":63.39}
24
+ {"index":64,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
25
+ {"index":69,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jncraton\/multilingual-e5-small-ct2-int8\">multilingual-e5-small-ct2-int8<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":69.48,"RUParaPhraserSTS":70.46,"RuSTSBenchmarkSTS":78.08,"STS22 (ru)":59.9}
26
+ {"index":86,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":68.98,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":82.46,"STS22 (ru)":58.74}
27
+ {"index":92,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":256,"Average":68.04,"RUParaPhraserSTS":67.02,"RuSTSBenchmarkSTS":82.6,"STS22 (ru)":54.51}
28
+ {"index":85,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average":66.17,"RUParaPhraserSTS":61.87,"RuSTSBenchmarkSTS":79.55,"STS22 (ru)":57.08}
29
  {"index":43,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.91,"RUParaPhraserSTS":65.87,"RuSTSBenchmarkSTS":73.32,"STS22 (ru)":58.53}
30
+ {"index":76,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average":65.52,"RUParaPhraserSTS":65.74,"RuSTSBenchmarkSTS":73.34,"STS22 (ru)":57.49}
31
  {"index":37,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ai-forever\/sbert_large_mt_nlu_ru\">sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average":64.4,"RUParaPhraserSTS":65.17,"RuSTSBenchmarkSTS":71.22,"STS22 (ru)":56.82}
32
  {"index":45,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny2\">rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":62.98,"RUParaPhraserSTS":65.14,"RuSTSBenchmarkSTS":69.43,"STS22 (ru)":54.38}
33
  {"index":22,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased-sentence\">rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":61.18,"RUParaPhraserSTS":66.24,"RuSTSBenchmarkSTS":66.03,"STS22 (ru)":51.27}
 
35
  {"index":20,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/distilrubert-small-cased-conversational\">distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.2,"RUParaPhraserSTS":55.01,"RuSTSBenchmarkSTS":61.72,"STS22 (ru)":51.87}
36
  {"index":48,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepvk\/deberta-v1-base\">deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":53.39,"RUParaPhraserSTS":54.03,"RuSTSBenchmarkSTS":58.47,"STS22 (ru)":47.67}
37
  {"index":44,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/rubert-tiny\">rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":53.15,"RUParaPhraserSTS":53.41,"RuSTSBenchmarkSTS":58.16,"STS22 (ru)":47.88}
38
+ {"index":58,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":51.02,"RUParaPhraserSTS":54.89,"RuSTSBenchmarkSTS":63.79,"STS22 (ru)":34.37}
39
  {"index":17,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":47.86,"RUParaPhraserSTS":48.32,"RuSTSBenchmarkSTS":58.74,"STS22 (ru)":36.52}
40
+ {"index":56,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.98,"RUParaPhraserSTS":54.96,"RuSTSBenchmarkSTS":64.35,"STS22 (ru)":21.62}
41
+ {"index":72,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":547,"Memory Usage (GB, fp32)":2.04,"Embedding Dimensions":768,"Max Tokens":8192,"Average":46.88,"RUParaPhraserSTS":51.29,"RuSTSBenchmarkSTS":57.12,"STS22 (ru)":32.23}
42
  {"index":21,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/DeepPavlov\/rubert-base-cased\">rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":46.22,"RUParaPhraserSTS":49.72,"RuSTSBenchmarkSTS":53.95,"STS22 (ru)":34.98}
43
  {"index":10,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Embedding Dimensions":1024,"Max Tokens":512,"Average":44.87,"RUParaPhraserSTS":49.11,"RuSTSBenchmarkSTS":60.33,"STS22 (ru)":25.18}
44
  {"index":49,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":43.0,"RUParaPhraserSTS":48.39,"RuSTSBenchmarkSTS":55.64,"STS22 (ru)":24.96}
45
+ {"index":65,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":42.15,"RUParaPhraserSTS":39.08,"RuSTSBenchmarkSTS":44.22,"STS22 (ru)":43.14}
46
  {"index":9,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":41.54,"RUParaPhraserSTS":48.73,"RuSTSBenchmarkSTS":59.7,"STS22 (ru)":16.18}
47
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48
  {"index":12,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":512,"Max Tokens":512,"Average":39.99,"RUParaPhraserSTS":44.65,"RuSTSBenchmarkSTS":57.44,"STS22 (ru)":17.88}
49
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50
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51
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52
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53
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54
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55
  {"index":0,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","RUParaPhraserSTS":64.5,"RuSTSBenchmarkSTS":69.33,"STS22 (ru)":""}
56
  {"index":1,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","RUParaPhraserSTS":65.57,"RuSTSBenchmarkSTS":69.9,"STS22 (ru)":""}
57
  {"index":2,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","RUParaPhraserSTS":69.05,"RuSTSBenchmarkSTS":81.77,"STS22 (ru)":""}
 
70
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71
  {"index":42,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":""}
72
  {"index":50,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":43.57}
73
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74
+ {"index":54,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ibm-granite\/granite-embedding-278m-multilingual\">granite-embedding-278m-multilingual<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":""}
75
+ {"index":67,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","RUParaPhraserSTS":9.13,"RuSTSBenchmarkSTS":16.85,"STS22 (ru)":""}
76
+ {"index":71,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/malenia1\/ternary-weight-embedding\">ternary-weight-embedding<\/a>","Model Size (Million Parameters)":99,"Memory Usage (GB, fp32)":0.37,"Embedding Dimensions":1792,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.92}
77
+ {"index":73,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAB-Ramy-v1\">FAB-Ramy-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":21.93}
78
+ {"index":74,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FAE-v1\">FAE-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":41.06}
79
+ {"index":75,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/qinxianliu\/FUE-v1\">FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":13.08}
80
+ {"index":80,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":1.11}
81
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82
+ {"index":82,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Embedding Dimensions":512,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":52.4}
83
+ {"index":83,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":15.36}
84
+ {"index":84,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":32.69}
85
+ {"index":87,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":12.13}
86
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87
+ {"index":89,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","RUParaPhraserSTS":"","RuSTSBenchmarkSTS":"","STS22 (ru)":26.63}
88
+ {"index":97,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":"","RUParaPhraserSTS":72.97,"RuSTSBenchmarkSTS":80.81,"STS22 (ru)":""}
89
+ {"index":98,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":8191,"Average":"","RUParaPhraserSTS":65.18,"RuSTSBenchmarkSTS":74.52,"STS22 (ru)":""}
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