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Update README with latest bm25 metrics and tokenization strategies

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@@ -204,12 +204,9 @@ A lightweight, evaluation-ready subset of [CodeSearchNet](https://huggingface.co
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  ## BM25 tokenization strategy
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- - Auto selection chooses the best strategy per split using retrieval metrics.
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- - Strategy types:
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- - `transformer`: `Qwen/Qwen3-0.6B` tokenizer
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- - `wordseg`: language-specific word segmentation (`ja`, `zh`, `th`, `ko`)
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- - `stemmer`: `PyStemmer`
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- - `whitespace`: `str.split()`
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  Selected strategy by split:
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@@ -229,4 +226,4 @@ Selected strategy by split:
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  ## License
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- Other. This dataset is derived from CodeSearchNet and follows upstream repository licensing and attribution requirements.
 
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  ## BM25 tokenization strategy
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+ - `bm25` was generated with `--auto-select-best-splitter`.
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+ - Candidate strategies: `transformer`, `stemmer`, `wordseg`, `nltk_stem`, `nltk_stem_stop`, `english_regex`, `english_porter`, `english_porter_stop`, `whitespace`.
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+ - Selection metric: best `nDCG@100` per split.
 
 
 
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  Selected strategy by split:
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  ## License
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+ Other. This dataset is derived from CodeSearchNet and follows upstream repository licensing and attribution requirements.