InFindings of the Association for Computa- tional Linguistics: EMNLP 2025, pages 9317–9334, Suzhou, China

Multilingual data filtering using synthetic data from large language models · 2025

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cs.CL · 2026-05-21 · unverdicted · novelty 6.0

Wikipedia-style reformatting reverses FineWeb-Edu CQF filtering decisions for ~7% of documents, admitting otherwise excluded low-quality content.

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Is a Document Educational or Just Wikipedia-Style? -- Pitfalls of Classifier-Based Quality Filtering cs.CL · 2026-05-21 · unverdicted · none · ref 13
Wikipedia-style reformatting reverses FineWeb-Edu CQF filtering decisions for ~7% of documents, admitting otherwise excluded low-quality content.