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@@ -151,17 +151,17 @@ print(scores.tolist())
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  | | CodeXEmbed-2B | CodeXEmbed-7B | Voyage-Code-002 | Voyage-Code-003 | BGE-Code-v1 |
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  |---------------------------------------|---------------|---------------|-----------------|-----------------|-----------|
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- | Apps | 76.86 | 85.38 | 26.52 | 93.62 | 98.08 |
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- | CosQA | 40.47 | 42.47 | 29.79 | 34.45 | 46.72 |
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- | Text2SQL | 78.42 | 78.94 | 69.26 | 62.87 | 64.35 |
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- | CSN | 87.87 | 89.67 | 81.79 | 89.35 | 89.53 |
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- | CSN-CCR | 97.66 | 97.95 | 73.45 | 90.05 | 98.30 |
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- | CodeTrans-Contest | 90.30 | 94.45 | 72.77 | 94.96 | 94.38 |
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- | CodeTrans-DL | 38.57 | 40.46 | 27.48 | 38.57 | 46.13 |
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- | StackOverFlow-QA | 94.47 | 96.33 | 67.68 | 97.17 | 95.35 |
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- | CodeFeedBack-ST | 86.36 | 87.53 | 65.35 | 90.67 | 90.56 |
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- | CodeFeedBack-MT | 65.51 | 68.83 | 28.74 | 93.58 | 94.38 |
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- | AVG | **75.65** | **78.20** | **56.26** | **78.53** | **81.77** |
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  - CodedRAG
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  | Voyage-Code-003 | 100.0 | 99.6 | 38.9 | 36.3 | 90.0 | 70.1 | **72.5** |
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  | BGE-Code-v1 | 100.0 | 99.2 | 40.9 | 36.1 | 93.1 | 67.4 | **72.8** |
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- ### Instruction for Evaluation
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  ```python
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  {
@@ -218,7 +218,6 @@ If you find this repository useful, please consider giving a star :star: and cit
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  primaryClass={cs.CL}
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  }
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-
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  @misc{bge_embedding,
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  title={C-Pack: Packaged Resources To Advance General Chinese Embedding},
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  author={Shitao Xiao and Zheng Liu and Peitian Zhang and Niklas Muennighoff},
 
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  | | CodeXEmbed-2B | CodeXEmbed-7B | Voyage-Code-002 | Voyage-Code-003 | BGE-Code-v1 |
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  |---------------------------------------|---------------|---------------|-----------------|-----------------|-----------|
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+ | **Apps** | 76.86 | 85.38 | 26.52 | 93.62 | 98.08 |
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+ | **CosQA** | 40.47 | 42.47 | 29.79 | 34.45 | 46.72 |
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+ | **Text2SQL** | 78.42 | 78.94 | 69.26 | 62.87 | 64.35 |
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+ | **CSN** | 87.87 | 89.67 | 81.79 | 89.35 | 89.53 |
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+ | **CSN-CCR** | 97.66 | 97.95 | 73.45 | 90.05 | 98.30 |
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+ | **CodeTrans-Contest** | 90.30 | 94.45 | 72.77 | 94.96 | 94.38 |
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+ | **CodeTrans-DL** | 38.57 | 40.46 | 27.48 | 38.57 | 46.13 |
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+ | **StackOverFlow-QA** | 94.47 | 96.33 | 67.68 | 97.17 | 95.35 |
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+ | **CodeFeedBack-ST** | 86.36 | 87.53 | 65.35 | 90.67 | 90.56 |
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+ | **CodeFeedBack-MT** | 65.51 | 68.83 | 28.74 | 93.58 | 94.38 |
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+ | **AVG** | **75.65** | **78.20** | **56.26** | **78.53** | **81.77** |
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  - CodedRAG
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  | Voyage-Code-003 | 100.0 | 99.6 | 38.9 | 36.3 | 90.0 | 70.1 | **72.5** |
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  | BGE-Code-v1 | 100.0 | 99.2 | 40.9 | 36.1 | 93.1 | 67.4 | **72.8** |
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+ ### Instructions for Evaluation
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  ```python
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  {
 
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  primaryClass={cs.CL}
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  }
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  @misc{bge_embedding,
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  title={C-Pack: Packaged Resources To Advance General Chinese Embedding},
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  author={Shitao Xiao and Zheng Liu and Peitian Zhang and Niklas Muennighoff},