Wikipedia-style reformatting reverses FineWeb-Edu CQF filtering decisions for ~7% of documents, admitting otherwise excluded low-quality content.
InProceedings of the Eighth Conference on Machine Translation, pages 841–848, Singapore
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Is a Document Educational or Just Wikipedia-Style? -- Pitfalls of Classifier-Based Quality Filtering
Wikipedia-style reformatting reverses FineWeb-Edu CQF filtering decisions for ~7% of documents, admitting otherwise excluded low-quality content.