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- # ArkTS-CodeSearch: A Open-Source ArkTS Dataset for Code Retrieval
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- > **Looking for the improved version?** Please use [ArkTS-CodeSearch-Pro](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-pro). The Pro dataset applies stricter open-source license filtering, keeps only repositories with `stars > 0`, normalizes comments, removes license/copyright headers and code-only docstrings, enforces minimum docstring length, and performs global code/query deduplication. This original dataset is retained for compatibility.
 
 
 
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  [Paper](https://huggingface.co/papers/2602.05550) | [Evaluation Code](https://github.com/hreyulog/retrieval_eval) |[Dataset processing Code](https://github.com/hreyulog/arkts-codesearch) | [Fine-Tuned Model](https://huggingface.co/hreyulog/embedinggemma_arkts) | [Repository-Level Split](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-resplit-by-repo) |
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+ # Recommended Version: ArkTS-CodeSearch-Pro
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+ **We strongly recommend using [ArkTS-CodeSearch-Pro](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-pro) for all new research and development.**
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+ The Pro version is the actively maintained release and provides improved data quality through stricter open-source license filtering, repository quality control (`stars > 0`), comment normalization, removal of license/copyright headers and code-only comments, minimum docstring length filtering, and global code/query deduplication.
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+ The original [ArkTS-CodeSearch](https://huggingface.co/datasets/hreyulog/arkts-code-docstring) dataset is preserved only for backward compatibility and reproducing results from previous versions. **New experiments should use ArkTS-CodeSearch-Pro instead.**
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  [Paper](https://huggingface.co/papers/2602.05550) | [Evaluation Code](https://github.com/hreyulog/retrieval_eval) |[Dataset processing Code](https://github.com/hreyulog/arkts-codesearch) | [Fine-Tuned Model](https://huggingface.co/hreyulog/embedinggemma_arkts) | [Repository-Level Split](https://huggingface.co/datasets/hreyulog/arkts-code-docstring-resplit-by-repo) |
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