# Reasoning is topologically simple

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 4 қараша
**Author:** Chris Kapulkin, Nathan Kershaw
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/reasoning-is-topologically-simple

arXiv:2611.03739v1 Announce Type: new Abstract: We formulate and investigate the hypothesis that reasoning text has simpler co-occurrence topology than non-reasoning text, and that higher-quality reasoning has simpler co-occurrence topology than lower-quality reasoning. We…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2611.03739)

**Тегтер:** #arXiv

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