Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
100M - 1B
ArXiv:
Tags:
pretraining
curriculum-learning
education
fineweb-edu
knowledge-boundary
common-core-standards
License:
Update README.md
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README.md
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4. Advanced mathematical/symbolic notation filtering
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5. Beyond-K–5 vocabulary filtering
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The filters constrain the
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## Citation
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```bibtex
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4. Advanced mathematical/symbolic notation filtering
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5. Beyond-K–5 vocabulary filtering
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The filters constrain the developmental level of a text, i.e. the knowledge, complexity, and reasoning it demands, not its subject matter. Advanced **Beyond-K–5 concepts** are removed, but topic is deliberately not curated: everyday material on any subject a curious learner might explore—aviation, current events, crime in the news—can appear when written at a K–5 level. Likewise, words associated with advanced topics may occur in ordinary, grade-appropriate contexts. Full construction details, thresholds, validation, and limitations are described in the [paper](https://arxiv.org/abs/2608.13545).
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## Citation
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```bibtex
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