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@@ -203,7 +203,7 @@ For models that require `trust_remote_code`, add `--trust-remote-code` (e.g., `B
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  ### Upstream sources
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- - Original data: **CodeSearchNet** — *CodeSearchNet Challenge: Evaluating the State of Semantic Code Search* (arXiv:1909.09436).
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  - Base dataset: [code-search-net/code_search_net](https://huggingface.co/datasets/code-search-net/code_search_net) (Hugging Face Hub).
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  - Inspiration: **NanoBEIR** (lightweight evaluation subsets).
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  ### Upstream sources
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+ - Original data: **CodeSearchNet** — [CodeSearchNet Challenge: Evaluating the State of Semantic Code Search: 1909.09436](https://huggingface.co/papers/1909.09436).
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  - Base dataset: [code-search-net/code_search_net](https://huggingface.co/datasets/code-search-net/code_search_net) (Hugging Face Hub).
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  - Inspiration: **NanoBEIR** (lightweight evaluation subsets).
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