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@@ -44,13 +44,15 @@ chuxin-embedding 是专为增强中文文本检索能力而设计的嵌入模型
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  | Zhihui_LLM_Embedding | 76.74 | 48.69 | 84.39 | 91.34 | 71.96 | 65.19 | 84.77 |88.3 | 79.31 |
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  | zpoint_large_embedding_zh | 76.36 | 47.16 | 89.14 | 89.23 | 70.74 | 68.14 | 82.38 | 83.81 | 80.26 |
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  | **chuxin-embedding** | **78.23** | 55.84 | 84.28 | 85.98 | 74.85 | 77.23 | 79.17 | 84.42 | 84.12 |
 
 
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  **AIR-Bench**
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- | Model | **Average** | **wiki_zh** | **web_zh** | **news_zh** | **healthcare_zh** | **finance_zh** |
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- | :-------------------: | :---------: | :-------: | :------------: | :-----------: | :-----------: | :----------: |
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- | Zhihui_LLM_Embedding | 76.74 | 48.69 | 84.39 | 91.34 | 71.96 | 65.19 |
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- | zpoint_large_embedding_zh | 76.36 | 47.16 | 89.14 | 89.23 | 70.74 | 68.14 |
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- | **chuxin-embedding** | **78.23** | 55.84 | 84.28 | 85.98 | 74.85 | 77.23 |
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  ## Generate Embedding for text
 
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  | Zhihui_LLM_Embedding | 76.74 | 48.69 | 84.39 | 91.34 | 71.96 | 65.19 | 84.77 |88.3 | 79.31 |
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  | zpoint_large_embedding_zh | 76.36 | 47.16 | 89.14 | 89.23 | 70.74 | 68.14 | 82.38 | 83.81 | 80.26 |
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  | **chuxin-embedding** | **78.23** | 55.84 | 84.28 | 85.98 | 74.85 | 77.23 | 79.17 | 84.42 | 84.12 |
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+ | **chuxin-embedding(当前)** | **77.50** | 55.78 | 83.87 | 85.4 | 73.88 | 75.19 | 78.76 | 83.46 | 83.71 |
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  **AIR-Bench**
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+ | Retrieval Method | Reranking Model | **Average** | **wiki_zh** | **web_zh** | **news_zh** | **healthcare_zh** | **finance_zh** |
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+ | :-------------------: | :---------:| :---------: | :-------: | :------------: | :-----------: | :-----------: | :----------: |
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+ | bge-m3 | bge-reranker-large | 64.53 | 76.11 | 67.8 | 63.25 | 62.9 | 52.61 |
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+ | gte-Qwen2-7B-instruct |bge-reranker-large | 63.39 | 78.09 | 67.56 | 63.14 | 61.12 | 47.02 |
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+ | **chuxin-embedding** | bge-reranker-large | **64.7** |76.14 | 68.34 | 64.09 | 63.03 | 51.89 |
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  ## Generate Embedding for text