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@@ -42,7 +42,7 @@ LittleCurriculum is produced from FineWeb-Edu using five sequential filters:
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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 textthe knowledge, complexity, and reasoning it demandsnot its subject matter. Advanced **Beyond-K–5 concepts** (e.g. calculus, quantum physics) 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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  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