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Automated Leaderboard Update

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  1. all_data_tasks/0/default.jsonl +1 -1
  2. all_data_tasks/1/default.jsonl +1 -1
  3. all_data_tasks/10/default.jsonl +1 -0
  4. all_data_tasks/11/default.jsonl +1 -0
  5. all_data_tasks/12/default.jsonl +1 -0
  6. all_data_tasks/13/default.jsonl +1 -0
  7. all_data_tasks/2/default.jsonl +1 -1
  8. all_data_tasks/3/default.jsonl +1 -1
  9. all_data_tasks/4/default.jsonl +1 -1
  10. all_data_tasks/40/default.jsonl +1 -1
  11. all_data_tasks/5/default.jsonl +1 -1
  12. all_data_tasks/6/default.jsonl +1 -1
  13. all_data_tasks/8/default.jsonl +1 -0
  14. all_data_tasks/9/default.jsonl +1 -0
  15. boards_data/en/data_overall/default.jsonl +1 -1
  16. boards_data/en/data_tasks/Classification/default.jsonl +1 -1
  17. boards_data/en/data_tasks/Clustering/default.jsonl +1 -1
  18. boards_data/en/data_tasks/PairClassification/default.jsonl +1 -1
  19. boards_data/en/data_tasks/Reranking/default.jsonl +1 -1
  20. boards_data/en/data_tasks/Retrieval/default.jsonl +1 -1
  21. boards_data/en/data_tasks/STS/default.jsonl +1 -1
  22. boards_data/en/data_tasks/Summarization/default.jsonl +1 -1
  23. boards_data/other-sts/data_tasks/STS/default.jsonl +1 -1
  24. boards_data/zh/data_overall/default.jsonl +1 -0
  25. boards_data/zh/data_tasks/Classification/default.jsonl +1 -0
  26. boards_data/zh/data_tasks/Clustering/default.jsonl +1 -0
  27. boards_data/zh/data_tasks/PairClassification/default.jsonl +1 -0
  28. boards_data/zh/data_tasks/Reranking/default.jsonl +1 -0
  29. boards_data/zh/data_tasks/Retrieval/default.jsonl +1 -0
  30. boards_data/zh/data_tasks/STS/default.jsonl +1 -0
all_data_tasks/0/default.jsonl CHANGED
@@ -18,7 +18,7 @@
18
  {"index":6,"Rank":18,"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":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
19
  {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
20
  {"index":15,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size (Million Parameters)":2209,"Memory Usage (GB, fp32)":8.23,"Embedding Dimensions":1536,"Max Tokens":32768,"Average":81.07,"AmazonCounterfactualClassification (en)":72.55,"AmazonPolarityClassification":96.76,"AmazonReviewsClassification (en)":61.97,"Banking77Classification":80.24,"EmotionClassification":62.81,"ImdbClassification":96.04,"MassiveIntentClassification (en)":78.52,"MassiveScenarioClassification (en)":80.04,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":85.83,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":73.52}
21
- {"index":227,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.62,"AmazonCounterfactualClassification (en)":86.01,"AmazonPolarityClassification":96.02,"AmazonReviewsClassification (en)":55.1,"Banking77Classification":88.31,"EmotionClassification":63.23,"ImdbClassification":94.94,"MassiveIntentClassification (en)":75.79,"MassiveScenarioClassification (en)":77.36,"MTOPDomainClassification (en)":96.31,"MTOPIntentClassification (en)":86.5,"ToxicConversationsClassification":81.4,"TweetSentimentExtractionClassification":66.44}
22
  {"index":77,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
23
  {"index":17,"Rank":23,"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":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
24
  {"index":276,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/parasail-ai\/GritLM-7B-vllm\">GritLM-7B-vllm<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":79.46,"AmazonCounterfactualClassification (en)":81.18,"AmazonPolarityClassification":96.52,"AmazonReviewsClassification (en)":57.81,"Banking77Classification":88.47,"EmotionClassification":52.81,"ImdbClassification":95.0,"MassiveIntentClassification (en)":80.78,"MassiveScenarioClassification (en)":82.09,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":87.13,"ToxicConversationsClassification":70.8,"TweetSentimentExtractionClassification":64.78}
 
18
  {"index":6,"Rank":18,"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":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
19
  {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
20
  {"index":15,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size (Million Parameters)":2209,"Memory Usage (GB, fp32)":8.23,"Embedding Dimensions":1536,"Max Tokens":32768,"Average":81.07,"AmazonCounterfactualClassification (en)":72.55,"AmazonPolarityClassification":96.76,"AmazonReviewsClassification (en)":61.97,"Banking77Classification":80.24,"EmotionClassification":62.81,"ImdbClassification":96.04,"MassiveIntentClassification (en)":78.52,"MassiveScenarioClassification (en)":80.04,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":85.83,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":73.52}
21
+ {"index":227,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":80.62,"AmazonCounterfactualClassification (en)":86.01,"AmazonPolarityClassification":96.02,"AmazonReviewsClassification (en)":55.1,"Banking77Classification":88.31,"EmotionClassification":63.23,"ImdbClassification":94.94,"MassiveIntentClassification (en)":75.79,"MassiveScenarioClassification (en)":77.36,"MTOPDomainClassification (en)":96.31,"MTOPIntentClassification (en)":86.5,"ToxicConversationsClassification":81.4,"TweetSentimentExtractionClassification":66.44}
22
  {"index":77,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
23
  {"index":17,"Rank":23,"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":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
24
  {"index":276,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/parasail-ai\/GritLM-7B-vllm\">GritLM-7B-vllm<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":79.46,"AmazonCounterfactualClassification (en)":81.18,"AmazonPolarityClassification":96.52,"AmazonReviewsClassification (en)":57.81,"Banking77Classification":88.47,"EmotionClassification":52.81,"ImdbClassification":95.0,"MassiveIntentClassification (en)":80.78,"MassiveScenarioClassification (en)":82.09,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":87.13,"ToxicConversationsClassification":70.8,"TweetSentimentExtractionClassification":64.78}
all_data_tasks/1/default.jsonl CHANGED
@@ -25,7 +25,7 @@
25
  {"index":203,"Rank":25,"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":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
26
  {"index":325,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
27
  {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
28
- {"index":227,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":49.48,"ArxivClusteringP2P":50.53,"ArxivClusteringS2S":41.62,"BiorxivClusteringP2P":45.44,"BiorxivClusteringS2S":39.65,"MedrxivClusteringP2P":39.46,"MedrxivClusteringS2S":37.5,"RedditClustering":58.79,"RedditClusteringP2P":65.49,"StackExchangeClustering":70.04,"StackExchangeClusteringP2P":42.42,"TwentyNewsgroupsClustering":53.32}
29
  {"index":62,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Haon-Chen\/speed-embedding-7b-instruct\">speed-embedding-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":49.28,"ArxivClusteringP2P":51.12,"ArxivClusteringS2S":47.02,"BiorxivClusteringP2P":42.0,"BiorxivClusteringS2S":39.62,"MedrxivClusteringP2P":36.95,"MedrxivClusteringS2S":36.28,"RedditClustering":57.93,"RedditClusteringP2P":65.29,"StackExchangeClustering":71.59,"StackExchangeClusteringP2P":39.01,"TwentyNewsgroupsClustering":55.25}
30
  {"index":373,"Rank":30,"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":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
31
  {"index":18,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
 
25
  {"index":203,"Rank":25,"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":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
26
  {"index":325,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
27
  {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
28
+ {"index":227,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.48,"ArxivClusteringP2P":50.53,"ArxivClusteringS2S":41.62,"BiorxivClusteringP2P":45.44,"BiorxivClusteringS2S":39.65,"MedrxivClusteringP2P":39.46,"MedrxivClusteringS2S":37.5,"RedditClustering":58.79,"RedditClusteringP2P":65.49,"StackExchangeClustering":70.04,"StackExchangeClusteringP2P":42.42,"TwentyNewsgroupsClustering":53.32}
29
  {"index":62,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Haon-Chen\/speed-embedding-7b-instruct\">speed-embedding-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":49.28,"ArxivClusteringP2P":51.12,"ArxivClusteringS2S":47.02,"BiorxivClusteringP2P":42.0,"BiorxivClusteringS2S":39.62,"MedrxivClusteringP2P":36.95,"MedrxivClusteringS2S":36.28,"RedditClustering":57.93,"RedditClusteringP2P":65.29,"StackExchangeClustering":71.59,"StackExchangeClusteringP2P":39.01,"TwentyNewsgroupsClustering":55.25}
30
  {"index":373,"Rank":30,"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":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
31
  {"index":18,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
all_data_tasks/10/default.jsonl CHANGED
@@ -231,6 +231,7 @@
231
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236
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232
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233
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all_data_tasks/11/default.jsonl CHANGED
@@ -242,6 +242,7 @@
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244
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all_data_tasks/12/default.jsonl CHANGED
@@ -244,6 +244,7 @@
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all_data_tasks/13/default.jsonl CHANGED
@@ -235,6 +235,7 @@
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@@ -86,7 +86,7 @@
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88
  {"index":228,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":85.31,"SprintDuplicateQuestions":91.82,"TwitterSemEval2015":77.72,"TwitterURLCorpus":86.39}
89
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90
  {"index":311,"Rank":90,"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":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
91
  {"index":261,"Rank":91,"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)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
92
  {"index":32,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BASF-AI\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
 
86
  {"index":20,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
87
  {"index":304,"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":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
88
  {"index":228,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":85.31,"SprintDuplicateQuestions":91.82,"TwitterSemEval2015":77.72,"TwitterURLCorpus":86.39}
89
+ {"index":227,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":85.22,"SprintDuplicateQuestions":97.2,"TwitterSemEval2015":72.05,"TwitterURLCorpus":86.4}
90
  {"index":311,"Rank":90,"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":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
91
  {"index":261,"Rank":91,"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)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
92
  {"index":32,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BASF-AI\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
all_data_tasks/3/default.jsonl CHANGED
@@ -101,7 +101,7 @@
101
  {"index":151,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
102
  {"index":349,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
103
  {"index":252,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
104
- {"index":227,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.94,"AskUbuntuDupQuestions":61.79,"MindSmallReranking":28.91,"SciDocsRR":84.37,"StackOverflowDupQuestions":52.7}
105
  {"index":280,"Rank":105,"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":56.9,"AskUbuntuDupQuestions":63.0,"MindSmallReranking":29.32,"SciDocsRR":84.76,"StackOverflowDupQuestions":50.54}
106
  {"index":226,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.75,"AskUbuntuDupQuestions":61.27,"MindSmallReranking":30.1,"SciDocsRR":82.91,"StackOverflowDupQuestions":52.72}
107
  {"index":374,"Rank":107,"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":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
 
101
  {"index":151,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
102
  {"index":349,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
103
  {"index":252,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
104
+ {"index":227,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.94,"AskUbuntuDupQuestions":61.79,"MindSmallReranking":28.91,"SciDocsRR":84.37,"StackOverflowDupQuestions":52.7}
105
  {"index":280,"Rank":105,"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":56.9,"AskUbuntuDupQuestions":63.0,"MindSmallReranking":29.32,"SciDocsRR":84.76,"StackOverflowDupQuestions":50.54}
106
  {"index":226,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.75,"AskUbuntuDupQuestions":61.27,"MindSmallReranking":30.1,"SciDocsRR":82.91,"StackOverflowDupQuestions":52.72}
107
  {"index":374,"Rank":107,"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":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
all_data_tasks/4/default.jsonl CHANGED
@@ -50,7 +50,7 @@
50
  {"index":249,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-large-v1\">mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.39,"ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":41.6,"DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
51
  {"index":228,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":54.36,"ArguAna":50.35,"ClimateFEVER":39.14,"CQADupstackRetrieval":44.06,"DBPedia":43.07,"FEVER":88.76,"FiQA2018":44.42,"HotpotQA":68.67,"MSMARCO":42.55,"NFCorpus":34.76,"NQ":63.78,"QuoraRetrieval":89.2,"SCIDOCS":18.6,"SciFact":71.71,"Touche2020":30.26,"TRECCOVID":86.08}
52
  {"index":28,"Rank":52,"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)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.29,"ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":42.23,"DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
53
- {"index":227,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.19,"ArguAna":74.96,"ClimateFEVER":33.21,"CQADupstackRetrieval":42.51,"DBPedia":37.9,"FEVER":88.31,"FiQA2018":48.28,"HotpotQA":64.46,"MSMARCO":40.33,"NFCorpus":35.76,"NQ":58.64,"QuoraRetrieval":89.85,"SCIDOCS":22.85,"SciFact":73.48,"Touche2020":21.83,"TRECCOVID":80.55}
54
  {"index":20,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":54.09,"ArguAna":63.49,"ClimateFEVER":40.36,"CQADupstackRetrieval":39.52,"DBPedia":39.9,"FEVER":94.81,"FiQA2018":48.65,"HotpotQA":67.75,"MSMARCO":42.62,"NFCorpus":35.88,"NQ":52.96,"QuoraRetrieval":88.42,"SCIDOCS":21.92,"SciFact":76.77,"Touche2020":25.22,"TRECCOVID":73.13}
55
  {"index":223,"Rank":55,"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":53.88,"ArguAna":54.33,"ClimateFEVER":42.36,"CQADupstackRetrieval":42.59,"DBPedia":41.0,"FEVER":89.05,"FiQA2018":47.35,"HotpotQA":64.67,"MSMARCO":40.81,"NFCorpus":36.62,"NQ":64.23,"QuoraRetrieval":89.09,"SCIDOCS":19.81,"SciFact":72.31,"Touche2020":26.3,"TRECCOVID":77.72}
56
  {"index":45,"Rank":56,"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":53.84,"ArguAna":55.11,"ClimateFEVER":29.96,"CQADupstackRetrieval":40.64,"DBPedia":41.0,"FEVER":88.53,"FiQA2018":44.1,"HotpotQA":70.61,"MSMARCO":43.45,"NFCorpus":36.42,"NQ":63.41,"QuoraRetrieval":88.92,"SCIDOCS":19.34,"SciFact":70.05,"Touche2020":32.7,"TRECCOVID":83.37}
 
50
  {"index":249,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-large-v1\">mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.39,"ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":41.6,"DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
51
  {"index":228,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":54.36,"ArguAna":50.35,"ClimateFEVER":39.14,"CQADupstackRetrieval":44.06,"DBPedia":43.07,"FEVER":88.76,"FiQA2018":44.42,"HotpotQA":68.67,"MSMARCO":42.55,"NFCorpus":34.76,"NQ":63.78,"QuoraRetrieval":89.2,"SCIDOCS":18.6,"SciFact":71.71,"Touche2020":30.26,"TRECCOVID":86.08}
52
  {"index":28,"Rank":52,"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)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.29,"ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":42.23,"DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
53
+ {"index":227,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.19,"ArguAna":74.96,"ClimateFEVER":33.21,"CQADupstackRetrieval":42.51,"DBPedia":37.9,"FEVER":88.31,"FiQA2018":48.28,"HotpotQA":64.46,"MSMARCO":40.33,"NFCorpus":35.76,"NQ":58.64,"QuoraRetrieval":89.85,"SCIDOCS":22.85,"SciFact":73.48,"Touche2020":21.83,"TRECCOVID":80.55}
54
  {"index":20,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":54.09,"ArguAna":63.49,"ClimateFEVER":40.36,"CQADupstackRetrieval":39.52,"DBPedia":39.9,"FEVER":94.81,"FiQA2018":48.65,"HotpotQA":67.75,"MSMARCO":42.62,"NFCorpus":35.88,"NQ":52.96,"QuoraRetrieval":88.42,"SCIDOCS":21.92,"SciFact":76.77,"Touche2020":25.22,"TRECCOVID":73.13}
55
  {"index":223,"Rank":55,"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":53.88,"ArguAna":54.33,"ClimateFEVER":42.36,"CQADupstackRetrieval":42.59,"DBPedia":41.0,"FEVER":89.05,"FiQA2018":47.35,"HotpotQA":64.67,"MSMARCO":40.81,"NFCorpus":36.62,"NQ":64.23,"QuoraRetrieval":89.09,"SCIDOCS":19.81,"SciFact":72.31,"Touche2020":26.3,"TRECCOVID":77.72}
56
  {"index":45,"Rank":56,"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":53.84,"ArguAna":55.11,"ClimateFEVER":29.96,"CQADupstackRetrieval":40.64,"DBPedia":41.0,"FEVER":88.53,"FiQA2018":44.1,"HotpotQA":70.61,"MSMARCO":43.45,"NFCorpus":36.42,"NQ":63.41,"QuoraRetrieval":88.92,"SCIDOCS":19.34,"SciFact":70.05,"Touche2020":32.7,"TRECCOVID":83.37}
all_data_tasks/40/default.jsonl CHANGED
@@ -231,7 +231,7 @@
231
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232
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233
  {"index":214,"Rank":233,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
234
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235
  {"index":216,"Rank":235,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.4}
236
  {"index":217,"Rank":236,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
237
  {"index":218,"Rank":237,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/MegatronBert-1B3-embedding\">MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
 
231
  {"index":211,"Rank":231,"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":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":87.96,"STS17 (en-tr)":"","STS17 (es-en)":87.26,"STS17 (es-es)":88.78,"STS17 (fr-en)":87.56,"STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":61.61,"STS22 (de-en)":60.89,"STS22 (de-fr)":58.26,"STS22 (de-pl)":56.82,"STS22 (es)":72.21,"STS22 (es-en)":78.46,"STS22 (es-it)":"","STS22 (fr)":83.29,"STS22 (fr-pl)":84.52,"STS22 (it)":"","STS22 (pl)":45.14,"STS22 (pl-en)":76.18,"STS22 (ru)":65.09,"STS22 (tr)":"","STS22 (zh-en)":73.4,"STSBenchmark":89.44}
232
  {"index":213,"Rank":232,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
233
  {"index":214,"Rank":233,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
234
+ {"index":215,"Rank":234,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
235
  {"index":216,"Rank":235,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.4}
236
  {"index":217,"Rank":236,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
237
  {"index":218,"Rank":237,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/MegatronBert-1B3-embedding\">MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
all_data_tasks/5/default.jsonl CHANGED
@@ -52,7 +52,7 @@
52
  {"index":327,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large\">gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
53
  {"index":233,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
54
  {"index":123,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Santyyy\/ember-v1-Q8_0-GGUF\">ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
55
- {"index":227,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.3,"BIOSSES":86.71,"SICK-R":79.01,"STS12":80.35,"STS13":86.05,"STS14":82.97,"STS15":88.07,"STS16":86.01,"STS17 (en-en)":88.95,"STS22 (en)":67.15,"STSBenchmark":87.71}
56
  {"index":325,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
57
  {"index":58,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
58
  {"index":45,"Rank":58,"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":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
 
52
  {"index":327,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large\">gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
53
  {"index":233,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
54
  {"index":123,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Santyyy\/ember-v1-Q8_0-GGUF\">ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
55
+ {"index":227,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":83.3,"BIOSSES":86.71,"SICK-R":79.01,"STS12":80.35,"STS13":86.05,"STS14":82.97,"STS15":88.07,"STS16":86.01,"STS17 (en-en)":88.95,"STS22 (en)":67.15,"STSBenchmark":87.71}
56
  {"index":325,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
57
  {"index":58,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
58
  {"index":45,"Rank":58,"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":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
all_data_tasks/6/default.jsonl CHANGED
@@ -29,7 +29,7 @@
29
  {"index":252,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
30
  {"index":185,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ggml-org\/jina-embeddings-v2-base-en-Q8_0-GGUF\">jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
31
  {"index":349,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
32
- {"index":227,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
33
  {"index":151,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"SummEval":31.6}
34
  {"index":310,"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,"SummEval":31.57}
35
  {"index":248,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":31.55}
 
29
  {"index":252,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
30
  {"index":185,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ggml-org\/jina-embeddings-v2-base-en-Q8_0-GGUF\">jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
31
  {"index":349,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
32
+ {"index":227,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"SummEval":31.6}
33
  {"index":151,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"SummEval":31.6}
34
  {"index":310,"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,"SummEval":31.57}
35
  {"index":248,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":31.55}
all_data_tasks/8/default.jsonl CHANGED
@@ -240,6 +240,7 @@
240
  {"index":251,"Rank":279,"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":"","AmazonReviewsClassification (zh)":37.5,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
241
  {"index":252,"Rank":280,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
242
  {"index":253,"Rank":281,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
 
243
  {"index":259,"Rank":285,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
244
  {"index":260,"Rank":286,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
245
  {"index":265,"Rank":290,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
 
240
  {"index":251,"Rank":279,"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":"","AmazonReviewsClassification (zh)":37.5,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
241
  {"index":252,"Rank":280,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
242
  {"index":253,"Rank":281,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
243
+ {"index":254,"Rank":282,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
244
  {"index":259,"Rank":285,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
245
  {"index":260,"Rank":286,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
246
  {"index":265,"Rank":290,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
all_data_tasks/9/default.jsonl CHANGED
@@ -231,6 +231,7 @@
231
  {"index":249,"Rank":272,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-small-en\">jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
232
  {"index":252,"Rank":274,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
233
  {"index":253,"Rank":275,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
 
234
  {"index":259,"Rank":279,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
235
  {"index":260,"Rank":280,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
236
  {"index":265,"Rank":284,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
 
231
  {"index":249,"Rank":272,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-small-en\">jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":512,"Max Tokens":8192,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
232
  {"index":252,"Rank":274,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
233
  {"index":253,"Rank":275,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
234
+ {"index":254,"Rank":276,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
235
  {"index":259,"Rank":279,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
236
  {"index":260,"Rank":280,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
237
  {"index":265,"Rank":284,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
boards_data/en/data_overall/default.jsonl CHANGED
@@ -25,7 +25,7 @@
25
  {"index":283,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/raghavlight\/TDTE\">TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.96,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":47.86,"PairClassification Average (3 datasets)":88.27,"Reranking Average (4 datasets)":60.46,"Retrieval Average (15 datasets)":57.05,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.83}
26
  {"index":330,"Rank":26,"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 (56 datasets)":65.72,"Classification Average (12 datasets)":76.05,"Clustering Average (11 datasets)":47.18,"PairClassification Average (3 datasets)":88.84,"Reranking Average (4 datasets)":59.28,"Retrieval Average (15 datasets)":57.38,"STS Average (10 datasets)":85.31,"Summarization Average (1 datasets)":31.19}
27
  {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":65.66,"Classification Average (12 datasets)":78.53,"Clustering Average (11 datasets)":50.14,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":59.8,"Retrieval Average (15 datasets)":55.09,"STS Average (10 datasets)":83.26,"Summarization Average (1 datasets)":29.82}
28
- {"index":227,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.58,"Classification Average (12 datasets)":80.62,"Clustering Average (11 datasets)":49.48,"PairClassification Average (3 datasets)":85.22,"Reranking Average (4 datasets)":56.94,"Retrieval Average (15 datasets)":54.19,"STS Average (10 datasets)":83.3,"Summarization Average (1 datasets)":31.6}
29
  {"index":223,"Rank":29,"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 (56 datasets)":65.51,"Classification Average (12 datasets)":82.58,"Clustering Average (11 datasets)":45.21,"PairClassification Average (3 datasets)":84.01,"Reranking Average (4 datasets)":58.13,"Retrieval Average (15 datasets)":53.88,"STS Average (10 datasets)":85.81,"Summarization Average (1 datasets)":29.71}
30
  {"index":21,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-large-en-v1.5\">gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
31
  {"index":15,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size (Million Parameters)":2209,"Memory Usage (GB, fp32)":8.23,"Embedding Dimensions":1536,"Max Tokens":32768,"Average (56 datasets)":65.29,"Classification Average (12 datasets)":81.07,"Clustering Average (11 datasets)":51.3,"PairClassification Average (3 datasets)":82.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":53.38,"STS Average (10 datasets)":80.58,"Summarization Average (1 datasets)":30.8}
 
25
  {"index":283,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/raghavlight\/TDTE\">TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":65.96,"Classification Average (12 datasets)":77.17,"Clustering Average (11 datasets)":47.86,"PairClassification Average (3 datasets)":88.27,"Reranking Average (4 datasets)":60.46,"Retrieval Average (15 datasets)":57.05,"STS Average (10 datasets)":84.82,"Summarization Average (1 datasets)":30.83}
26
  {"index":330,"Rank":26,"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 (56 datasets)":65.72,"Classification Average (12 datasets)":76.05,"Clustering Average (11 datasets)":47.18,"PairClassification Average (3 datasets)":88.84,"Reranking Average (4 datasets)":59.28,"Retrieval Average (15 datasets)":57.38,"STS Average (10 datasets)":85.31,"Summarization Average (1 datasets)":31.19}
27
  {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (56 datasets)":65.66,"Classification Average (12 datasets)":78.53,"Clustering Average (11 datasets)":50.14,"PairClassification Average (3 datasets)":84.97,"Reranking Average (4 datasets)":59.8,"Retrieval Average (15 datasets)":55.09,"STS Average (10 datasets)":83.26,"Summarization Average (1 datasets)":29.82}
28
+ {"index":227,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":65.58,"Classification Average (12 datasets)":80.62,"Clustering Average (11 datasets)":49.48,"PairClassification Average (3 datasets)":85.22,"Reranking Average (4 datasets)":56.94,"Retrieval Average (15 datasets)":54.19,"STS Average (10 datasets)":83.3,"Summarization Average (1 datasets)":31.6}
29
  {"index":223,"Rank":29,"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 (56 datasets)":65.51,"Classification Average (12 datasets)":82.58,"Clustering Average (11 datasets)":45.21,"PairClassification Average (3 datasets)":84.01,"Reranking Average (4 datasets)":58.13,"Retrieval Average (15 datasets)":53.88,"STS Average (10 datasets)":85.81,"Summarization Average (1 datasets)":29.71}
30
  {"index":21,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-large-en-v1.5\">gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (56 datasets)":65.39,"Classification Average (12 datasets)":77.75,"Clustering Average (11 datasets)":47.96,"PairClassification Average (3 datasets)":84.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":57.91,"STS Average (10 datasets)":81.43,"Summarization Average (1 datasets)":30.91}
31
  {"index":15,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size (Million Parameters)":2209,"Memory Usage (GB, fp32)":8.23,"Embedding Dimensions":1536,"Max Tokens":32768,"Average (56 datasets)":65.29,"Classification Average (12 datasets)":81.07,"Clustering Average (11 datasets)":51.3,"PairClassification Average (3 datasets)":82.53,"Reranking Average (4 datasets)":58.5,"Retrieval Average (15 datasets)":53.38,"STS Average (10 datasets)":80.58,"Summarization Average (1 datasets)":30.8}
boards_data/en/data_tasks/Classification/default.jsonl CHANGED
@@ -18,7 +18,7 @@
18
  {"index":6,"Rank":18,"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":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
19
  {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
20
  {"index":15,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size (Million Parameters)":2209,"Memory Usage (GB, fp32)":8.23,"Embedding Dimensions":1536,"Max Tokens":32768,"Average":81.07,"AmazonCounterfactualClassification (en)":72.55,"AmazonPolarityClassification":96.76,"AmazonReviewsClassification (en)":61.97,"Banking77Classification":80.24,"EmotionClassification":62.81,"ImdbClassification":96.04,"MassiveIntentClassification (en)":78.52,"MassiveScenarioClassification (en)":80.04,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":85.83,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":73.52}
21
- {"index":227,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":80.62,"AmazonCounterfactualClassification (en)":86.01,"AmazonPolarityClassification":96.02,"AmazonReviewsClassification (en)":55.1,"Banking77Classification":88.31,"EmotionClassification":63.23,"ImdbClassification":94.94,"MassiveIntentClassification (en)":75.79,"MassiveScenarioClassification (en)":77.36,"MTOPDomainClassification (en)":96.31,"MTOPIntentClassification (en)":86.5,"ToxicConversationsClassification":81.4,"TweetSentimentExtractionClassification":66.44}
22
  {"index":77,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
23
  {"index":17,"Rank":23,"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":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
24
  {"index":276,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/parasail-ai\/GritLM-7B-vllm\">GritLM-7B-vllm<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":79.46,"AmazonCounterfactualClassification (en)":81.18,"AmazonPolarityClassification":96.52,"AmazonReviewsClassification (en)":57.81,"Banking77Classification":88.47,"EmotionClassification":52.81,"ImdbClassification":95.0,"MassiveIntentClassification (en)":80.78,"MassiveScenarioClassification (en)":82.09,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":87.13,"ToxicConversationsClassification":70.8,"TweetSentimentExtractionClassification":64.78}
 
18
  {"index":6,"Rank":18,"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":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
19
  {"index":1,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">text-embedding-004<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":768,"Max Tokens":2048,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
20
  {"index":15,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gme-Qwen2-VL-2B-Instruct\">gme-Qwen2-VL-2B-Instruct<\/a>","Model Size (Million Parameters)":2209,"Memory Usage (GB, fp32)":8.23,"Embedding Dimensions":1536,"Max Tokens":32768,"Average":81.07,"AmazonCounterfactualClassification (en)":72.55,"AmazonPolarityClassification":96.76,"AmazonReviewsClassification (en)":61.97,"Banking77Classification":80.24,"EmotionClassification":62.81,"ImdbClassification":96.04,"MassiveIntentClassification (en)":78.52,"MassiveScenarioClassification (en)":80.04,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":85.83,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":73.52}
21
+ {"index":227,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":80.62,"AmazonCounterfactualClassification (en)":86.01,"AmazonPolarityClassification":96.02,"AmazonReviewsClassification (en)":55.1,"Banking77Classification":88.31,"EmotionClassification":63.23,"ImdbClassification":94.94,"MassiveIntentClassification (en)":75.79,"MassiveScenarioClassification (en)":77.36,"MTOPDomainClassification (en)":96.31,"MTOPIntentClassification (en)":86.5,"ToxicConversationsClassification":81.4,"TweetSentimentExtractionClassification":66.44}
22
  {"index":77,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
23
  {"index":17,"Rank":23,"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":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
24
  {"index":276,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/parasail-ai\/GritLM-7B-vllm\">GritLM-7B-vllm<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":79.46,"AmazonCounterfactualClassification (en)":81.18,"AmazonPolarityClassification":96.52,"AmazonReviewsClassification (en)":57.81,"Banking77Classification":88.47,"EmotionClassification":52.81,"ImdbClassification":95.0,"MassiveIntentClassification (en)":80.78,"MassiveScenarioClassification (en)":82.09,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":87.13,"ToxicConversationsClassification":70.8,"TweetSentimentExtractionClassification":64.78}
boards_data/en/data_tasks/Clustering/default.jsonl CHANGED
@@ -25,7 +25,7 @@
25
  {"index":203,"Rank":25,"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":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
26
  {"index":325,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
27
  {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
28
- {"index":227,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":49.48,"ArxivClusteringP2P":50.53,"ArxivClusteringS2S":41.62,"BiorxivClusteringP2P":45.44,"BiorxivClusteringS2S":39.65,"MedrxivClusteringP2P":39.46,"MedrxivClusteringS2S":37.5,"RedditClustering":58.79,"RedditClusteringP2P":65.49,"StackExchangeClustering":70.04,"StackExchangeClusteringP2P":42.42,"TwentyNewsgroupsClustering":53.32}
29
  {"index":62,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Haon-Chen\/speed-embedding-7b-instruct\">speed-embedding-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":49.28,"ArxivClusteringP2P":51.12,"ArxivClusteringS2S":47.02,"BiorxivClusteringP2P":42.0,"BiorxivClusteringS2S":39.62,"MedrxivClusteringP2P":36.95,"MedrxivClusteringS2S":36.28,"RedditClustering":57.93,"RedditClusteringP2P":65.29,"StackExchangeClustering":71.59,"StackExchangeClusteringP2P":39.01,"TwentyNewsgroupsClustering":55.25}
30
  {"index":373,"Rank":30,"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":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
31
  {"index":18,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
 
25
  {"index":203,"Rank":25,"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":50.26,"ArxivClusteringP2P":50.45,"ArxivClusteringS2S":45.5,"BiorxivClusteringP2P":43.53,"BiorxivClusteringS2S":40.24,"MedrxivClusteringP2P":38.19,"MedrxivClusteringS2S":37.45,"RedditClustering":57.71,"RedditClusteringP2P":66.49,"StackExchangeClustering":73.1,"StackExchangeClusteringP2P":45.91,"TwentyNewsgroupsClustering":54.31}
26
  {"index":325,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
27
  {"index":58,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":50.14,"ArxivClusteringP2P":50.72,"ArxivClusteringS2S":48.01,"BiorxivClusteringP2P":41.41,"BiorxivClusteringS2S":38.67,"MedrxivClusteringP2P":36.54,"MedrxivClusteringS2S":37.24,"RedditClustering":63.01,"RedditClusteringP2P":65.86,"StackExchangeClustering":74.41,"StackExchangeClusteringP2P":38.52,"TwentyNewsgroupsClustering":57.16}
28
+ {"index":227,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":49.48,"ArxivClusteringP2P":50.53,"ArxivClusteringS2S":41.62,"BiorxivClusteringP2P":45.44,"BiorxivClusteringS2S":39.65,"MedrxivClusteringP2P":39.46,"MedrxivClusteringS2S":37.5,"RedditClustering":58.79,"RedditClusteringP2P":65.49,"StackExchangeClustering":70.04,"StackExchangeClusteringP2P":42.42,"TwentyNewsgroupsClustering":53.32}
29
  {"index":62,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Haon-Chen\/speed-embedding-7b-instruct\">speed-embedding-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":49.28,"ArxivClusteringP2P":51.12,"ArxivClusteringS2S":47.02,"BiorxivClusteringP2P":42.0,"BiorxivClusteringS2S":39.62,"MedrxivClusteringP2P":36.95,"MedrxivClusteringS2S":36.28,"RedditClustering":57.93,"RedditClusteringP2P":65.29,"StackExchangeClustering":71.59,"StackExchangeClusteringP2P":39.01,"TwentyNewsgroupsClustering":55.25}
30
  {"index":373,"Rank":30,"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":49.01,"ArxivClusteringP2P":49.01,"ArxivClusteringS2S":44.45,"BiorxivClusteringP2P":38.03,"BiorxivClusteringS2S":36.53,"MedrxivClusteringP2P":32.7,"MedrxivClusteringS2S":31.27,"RedditClustering":67.84,"RedditClusteringP2P":67.96,"StackExchangeClustering":76.26,"StackExchangeClusteringP2P":36.88,"TwentyNewsgroupsClustering":58.14}
31
  {"index":18,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":48.75,"ArxivClusteringP2P":50.51,"ArxivClusteringS2S":45.01,"BiorxivClusteringP2P":43.21,"BiorxivClusteringS2S":38.82,"MedrxivClusteringP2P":39.39,"MedrxivClusteringS2S":37.9,"RedditClustering":55.82,"RedditClusteringP2P":62.09,"StackExchangeClustering":67.65,"StackExchangeClusteringP2P":46.31,"TwentyNewsgroupsClustering":49.58}
boards_data/en/data_tasks/PairClassification/default.jsonl CHANGED
@@ -86,7 +86,7 @@
86
  {"index":20,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
87
  {"index":304,"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":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
88
  {"index":228,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":85.31,"SprintDuplicateQuestions":91.82,"TwitterSemEval2015":77.72,"TwitterURLCorpus":86.39}
89
- {"index":227,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":85.22,"SprintDuplicateQuestions":97.2,"TwitterSemEval2015":72.05,"TwitterURLCorpus":86.4}
90
  {"index":311,"Rank":90,"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":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
91
  {"index":261,"Rank":91,"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)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
92
  {"index":32,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BASF-AI\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
 
86
  {"index":20,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.33,"SprintDuplicateQuestions":94.94,"TwitterSemEval2015":75.53,"TwitterURLCorpus":85.51}
87
  {"index":304,"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":85.32,"SprintDuplicateQuestions":95.05,"TwitterSemEval2015":76.03,"TwitterURLCorpus":84.89}
88
  {"index":228,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":85.31,"SprintDuplicateQuestions":91.82,"TwitterSemEval2015":77.72,"TwitterURLCorpus":86.39}
89
+ {"index":227,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":85.22,"SprintDuplicateQuestions":97.2,"TwitterSemEval2015":72.05,"TwitterURLCorpus":86.4}
90
  {"index":311,"Rank":90,"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":85.18,"SprintDuplicateQuestions":91.23,"TwitterSemEval2015":78.25,"TwitterURLCorpus":86.05}
91
  {"index":261,"Rank":91,"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)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
92
  {"index":32,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BASF-AI\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":85.15,"SprintDuplicateQuestions":93.52,"TwitterSemEval2015":75.23,"TwitterURLCorpus":86.71}
boards_data/en/data_tasks/Reranking/default.jsonl CHANGED
@@ -101,7 +101,7 @@
101
  {"index":151,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
102
  {"index":349,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
103
  {"index":252,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
104
- {"index":227,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.94,"AskUbuntuDupQuestions":61.79,"MindSmallReranking":28.91,"SciDocsRR":84.37,"StackOverflowDupQuestions":52.7}
105
  {"index":280,"Rank":105,"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":56.9,"AskUbuntuDupQuestions":63.0,"MindSmallReranking":29.32,"SciDocsRR":84.76,"StackOverflowDupQuestions":50.54}
106
  {"index":226,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.75,"AskUbuntuDupQuestions":61.27,"MindSmallReranking":30.1,"SciDocsRR":82.91,"StackOverflowDupQuestions":52.72}
107
  {"index":374,"Rank":107,"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":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
 
101
  {"index":151,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
102
  {"index":349,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
103
  {"index":252,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
104
+ {"index":227,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.94,"AskUbuntuDupQuestions":61.79,"MindSmallReranking":28.91,"SciDocsRR":84.37,"StackOverflowDupQuestions":52.7}
105
  {"index":280,"Rank":105,"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":56.9,"AskUbuntuDupQuestions":63.0,"MindSmallReranking":29.32,"SciDocsRR":84.76,"StackOverflowDupQuestions":50.54}
106
  {"index":226,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":56.75,"AskUbuntuDupQuestions":61.27,"MindSmallReranking":30.1,"SciDocsRR":82.91,"StackOverflowDupQuestions":52.72}
107
  {"index":374,"Rank":107,"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":56.72,"AskUbuntuDupQuestions":62.18,"MindSmallReranking":29.93,"SciDocsRR":83.25,"StackOverflowDupQuestions":51.53}
boards_data/en/data_tasks/Retrieval/default.jsonl CHANGED
@@ -50,7 +50,7 @@
50
  {"index":249,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-large-v1\">mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.39,"ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":41.6,"DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
51
  {"index":228,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":54.36,"ArguAna":50.35,"ClimateFEVER":39.14,"CQADupstackRetrieval":44.06,"DBPedia":43.07,"FEVER":88.76,"FiQA2018":44.42,"HotpotQA":68.67,"MSMARCO":42.55,"NFCorpus":34.76,"NQ":63.78,"QuoraRetrieval":89.2,"SCIDOCS":18.6,"SciFact":71.71,"Touche2020":30.26,"TRECCOVID":86.08}
52
  {"index":28,"Rank":52,"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)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.29,"ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":42.23,"DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
53
- {"index":227,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":54.19,"ArguAna":74.96,"ClimateFEVER":33.21,"CQADupstackRetrieval":42.51,"DBPedia":37.9,"FEVER":88.31,"FiQA2018":48.28,"HotpotQA":64.46,"MSMARCO":40.33,"NFCorpus":35.76,"NQ":58.64,"QuoraRetrieval":89.85,"SCIDOCS":22.85,"SciFact":73.48,"Touche2020":21.83,"TRECCOVID":80.55}
54
  {"index":20,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":54.09,"ArguAna":63.49,"ClimateFEVER":40.36,"CQADupstackRetrieval":39.52,"DBPedia":39.9,"FEVER":94.81,"FiQA2018":48.65,"HotpotQA":67.75,"MSMARCO":42.62,"NFCorpus":35.88,"NQ":52.96,"QuoraRetrieval":88.42,"SCIDOCS":21.92,"SciFact":76.77,"Touche2020":25.22,"TRECCOVID":73.13}
55
  {"index":223,"Rank":55,"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":53.88,"ArguAna":54.33,"ClimateFEVER":42.36,"CQADupstackRetrieval":42.59,"DBPedia":41.0,"FEVER":89.05,"FiQA2018":47.35,"HotpotQA":64.67,"MSMARCO":40.81,"NFCorpus":36.62,"NQ":64.23,"QuoraRetrieval":89.09,"SCIDOCS":19.81,"SciFact":72.31,"Touche2020":26.3,"TRECCOVID":77.72}
56
  {"index":45,"Rank":56,"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":53.84,"ArguAna":55.11,"ClimateFEVER":29.96,"CQADupstackRetrieval":40.64,"DBPedia":41.0,"FEVER":88.53,"FiQA2018":44.1,"HotpotQA":70.61,"MSMARCO":43.45,"NFCorpus":36.42,"NQ":63.41,"QuoraRetrieval":88.92,"SCIDOCS":19.34,"SciFact":70.05,"Touche2020":32.7,"TRECCOVID":83.37}
 
50
  {"index":249,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-large-v1\">mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.39,"ArguAna":66.02,"ClimateFEVER":36.09,"CQADupstackRetrieval":41.6,"DBPedia":44.51,"FEVER":86.91,"FiQA2018":45.27,"HotpotQA":72.03,"MSMARCO":41.26,"NFCorpus":38.64,"NQ":55.79,"QuoraRetrieval":88.98,"SCIDOCS":23.32,"SciFact":74.73,"Touche2020":25.2,"TRECCOVID":75.57}
51
  {"index":228,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":54.36,"ArguAna":50.35,"ClimateFEVER":39.14,"CQADupstackRetrieval":44.06,"DBPedia":43.07,"FEVER":88.76,"FiQA2018":44.42,"HotpotQA":68.67,"MSMARCO":42.55,"NFCorpus":34.76,"NQ":63.78,"QuoraRetrieval":89.2,"SCIDOCS":18.6,"SciFact":71.71,"Touche2020":30.26,"TRECCOVID":86.08}
52
  {"index":28,"Rank":52,"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)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":54.29,"ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":42.23,"DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
53
+ {"index":227,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":54.19,"ArguAna":74.96,"ClimateFEVER":33.21,"CQADupstackRetrieval":42.51,"DBPedia":37.9,"FEVER":88.31,"FiQA2018":48.28,"HotpotQA":64.46,"MSMARCO":40.33,"NFCorpus":35.76,"NQ":58.64,"QuoraRetrieval":89.85,"SCIDOCS":22.85,"SciFact":73.48,"Touche2020":21.83,"TRECCOVID":80.55}
54
  {"index":20,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":54.09,"ArguAna":63.49,"ClimateFEVER":40.36,"CQADupstackRetrieval":39.52,"DBPedia":39.9,"FEVER":94.81,"FiQA2018":48.65,"HotpotQA":67.75,"MSMARCO":42.62,"NFCorpus":35.88,"NQ":52.96,"QuoraRetrieval":88.42,"SCIDOCS":21.92,"SciFact":76.77,"Touche2020":25.22,"TRECCOVID":73.13}
55
  {"index":223,"Rank":55,"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":53.88,"ArguAna":54.33,"ClimateFEVER":42.36,"CQADupstackRetrieval":42.59,"DBPedia":41.0,"FEVER":89.05,"FiQA2018":47.35,"HotpotQA":64.67,"MSMARCO":40.81,"NFCorpus":36.62,"NQ":64.23,"QuoraRetrieval":89.09,"SCIDOCS":19.81,"SciFact":72.31,"Touche2020":26.3,"TRECCOVID":77.72}
56
  {"index":45,"Rank":56,"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":53.84,"ArguAna":55.11,"ClimateFEVER":29.96,"CQADupstackRetrieval":40.64,"DBPedia":41.0,"FEVER":88.53,"FiQA2018":44.1,"HotpotQA":70.61,"MSMARCO":43.45,"NFCorpus":36.42,"NQ":63.41,"QuoraRetrieval":88.92,"SCIDOCS":19.34,"SciFact":70.05,"Touche2020":32.7,"TRECCOVID":83.37}
boards_data/en/data_tasks/STS/default.jsonl CHANGED
@@ -52,7 +52,7 @@
52
  {"index":327,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large\">gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
53
  {"index":233,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
54
  {"index":123,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Santyyy\/ember-v1-Q8_0-GGUF\">ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
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56
  {"index":325,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
57
  {"index":58,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
58
  {"index":45,"Rank":58,"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":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
 
52
  {"index":327,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large\">gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.35,"BIOSSES":88.65,"SICK-R":79.81,"STS12":76.81,"STS13":88.11,"STS14":82.66,"STS15":88.93,"STS16":84.25,"STS17 (en-en)":88.47,"STS22 (en)":69.71,"STSBenchmark":86.07}
53
  {"index":233,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
54
  {"index":123,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Santyyy\/ember-v1-Q8_0-GGUF\">ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.34,"BIOSSES":85.81,"SICK-R":81.75,"STS12":78.51,"STS13":86.62,"STS14":83.06,"STS15":88.39,"STS16":86.82,"STS17 (en-en)":87.9,"STS22 (en)":66.76,"STSBenchmark":87.77}
55
+ {"index":227,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"Average":83.3,"BIOSSES":86.71,"SICK-R":79.01,"STS12":80.35,"STS13":86.05,"STS14":82.97,"STS15":88.07,"STS16":86.01,"STS17 (en-en)":88.95,"STS22 (en)":67.15,"STSBenchmark":87.71}
56
  {"index":325,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/tensorblock\/GritLM-8x7B-GGUF\">GritLM-8x7B-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
57
  {"index":58,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":83.26,"BIOSSES":87.34,"SICK-R":80.56,"STS12":73.69,"STS13":85.82,"STS14":82.05,"STS15":88.8,"STS16":86.2,"STS17 (en-en)":91.46,"STS22 (en)":69.21,"STSBenchmark":87.43}
58
  {"index":45,"Rank":58,"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":83.15,"BIOSSES":85.01,"SICK-R":82.18,"STS12":77.62,"STS13":85.16,"STS14":80.02,"STS15":88.92,"STS16":86.92,"STS17 (en-en)":90.09,"STS22 (en)":66.81,"STSBenchmark":88.79}
boards_data/en/data_tasks/Summarization/default.jsonl CHANGED
@@ -29,7 +29,7 @@
29
  {"index":252,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
30
  {"index":185,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ggml-org\/jina-embeddings-v2-base-en-Q8_0-GGUF\">jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
31
  {"index":349,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
32
- {"index":227,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
33
  {"index":151,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"SummEval":31.6}
34
  {"index":310,"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,"SummEval":31.57}
35
  {"index":248,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":31.55}
 
29
  {"index":252,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/narainp\/jina-embeddings-GGUF\">jina-embeddings-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
30
  {"index":185,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ggml-org\/jina-embeddings-v2-base-en-Q8_0-GGUF\">jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
31
  {"index":349,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","SummEval":31.6}
32
+ {"index":227,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":150,"Memory Usage (GB, fp32)":0.56,"Embedding Dimensions":768,"Max Tokens":512,"SummEval":31.6}
33
  {"index":151,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/arkohut\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"SummEval":31.6}
34
  {"index":310,"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,"SummEval":31.57}
35
  {"index":248,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"SummEval":31.55}
boards_data/other-sts/data_tasks/STS/default.jsonl CHANGED
@@ -231,7 +231,7 @@
231
  {"index":211,"Rank":231,"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":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":87.96,"STS17 (en-tr)":"","STS17 (es-en)":87.26,"STS17 (es-es)":88.78,"STS17 (fr-en)":87.56,"STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":61.61,"STS22 (de-en)":60.89,"STS22 (de-fr)":58.26,"STS22 (de-pl)":56.82,"STS22 (es)":72.21,"STS22 (es-en)":78.46,"STS22 (es-it)":"","STS22 (fr)":83.29,"STS22 (fr-pl)":84.52,"STS22 (it)":"","STS22 (pl)":45.14,"STS22 (pl-en)":76.18,"STS22 (ru)":65.09,"STS22 (tr)":"","STS22 (zh-en)":73.4,"STSBenchmark":89.44}
232
  {"index":213,"Rank":232,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
233
  {"index":214,"Rank":233,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54}
234
- {"index":215,"Rank":234,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v2\">cde-small-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71}
235
  {"index":216,"Rank":235,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.4}
236
  {"index":217,"Rank":236,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
237
  {"index":218,"Rank":237,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/MegatronBert-1B3-embedding\">MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
 
231
  {"index":211,"Rank":231,"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":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":87.96,"STS17 (en-tr)":"","STS17 (es-en)":87.26,"STS17 (es-es)":88.78,"STS17 (fr-en)":87.56,"STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":61.61,"STS22 (de-en)":60.89,"STS22 (de-fr)":58.26,"STS22 (de-pl)":56.82,"STS22 (es)":72.21,"STS22 (es-en)":78.46,"STS22 (es-it)":"","STS22 (fr)":83.29,"STS22 (fr-pl)":84.52,"STS22 (it)":"","STS22 (pl)":45.14,"STS22 (pl-en)":76.18,"STS22 (ru)":65.09,"STS22 (tr)":"","STS22 (zh-en)":73.4,"STSBenchmark":89.44}
232
  {"index":213,"Rank":232,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67}
233
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234
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235
  {"index":216,"Rank":235,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.4}
236
  {"index":217,"Rank":236,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46}
237
  {"index":218,"Rank":237,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/MegatronBert-1B3-embedding\">MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69}
boards_data/zh/data_overall/default.jsonl CHANGED
@@ -233,6 +233,7 @@
233
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234
  {"index":252,"Rank":273,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
235
  {"index":253,"Rank":274,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
 
236
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237
  {"index":256,"Rank":277,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lagoon999\/Chuxin-Embedding-Q8_0-GGUF\">Chuxin-Embedding-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":77.89,"STS Average (8 datasets)":""}
238
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233
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234
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235
  {"index":253,"Rank":274,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
236
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237
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238
  {"index":256,"Rank":277,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lagoon999\/Chuxin-Embedding-Q8_0-GGUF\">Chuxin-Embedding-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":77.89,"STS Average (8 datasets)":""}
239
  {"index":259,"Rank":278,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (35 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (4 datasets)":"","PairClassification Average (2 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (8 datasets)":"","STS Average (8 datasets)":""}
boards_data/zh/data_tasks/Classification/default.jsonl CHANGED
@@ -240,6 +240,7 @@
240
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241
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242
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243
  {"index":259,"Rank":285,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large\">modernbert-embed-large<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
244
  {"index":260,"Rank":286,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lightonai\/modernbert-embed-large-unsupervised\">modernbert-embed-large-unsupervised<\/a>","Model Size (Million Parameters)":395,"Memory Usage (GB, fp32)":1.47,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
245
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240
  {"index":251,"Rank":279,"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":"","AmazonReviewsClassification (zh)":37.5,"IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":68.24,"MassiveScenarioClassification (zh-CN)":74.47,"MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
241
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242
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243
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244
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245
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246
  {"index":265,"Rank":290,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AmazonReviewsClassification (zh)":"","IFlyTek":"","JDReview":"","MassiveIntentClassification (zh-CN)":"","MassiveScenarioClassification (zh-CN)":"","MultilingualSentiment":"","OnlineShopping":"","TNews":"","Waimai":""}
boards_data/zh/data_tasks/Clustering/default.jsonl CHANGED
@@ -231,6 +231,7 @@
231
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232
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233
  {"index":253,"Rank":275,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jxm\/cde-small-v1\">cde-small-v1<\/a>","Model Size (Million Parameters)":143,"Memory Usage (GB, fp32)":0.53,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","CLSClusteringP2P":"","CLSClusteringS2S":"","ThuNewsClusteringP2P":"","ThuNewsClusteringS2S":""}
 
234
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235
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236
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231
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232
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233
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234
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235
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241
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