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README.md
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1. **Traditional Method**: Train high-recall classifiers → Run on billions of documents
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2. **Our Method**: Query taxonomy metadata for `51 - Mathematics` → Apply FineMath classifier to all recalled documents → Select top-scoring content
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### Taxonomy Category Used:
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- **Primary**: `51 - Mathematics` (FDC taxonomy label)
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- **Quality Filtering**: FineMath Classifier applied to all 116M recalled documents, selecting top 34B tokens
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## 🎓 Citation
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If you use this dataset, please cite our EssentialWeb paper:
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1. **Traditional Method**: Train high-recall classifiers → Run on billions of documents
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2. **Our Method**: Query taxonomy metadata for `51 - Mathematics` → Apply FineMath classifier to all recalled documents → Select top-scoring content
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## 🎓 Citation
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If you use this dataset, please cite our EssentialWeb paper:
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