# The First Few Tokens Matter: Understanding Chain-of-Thought Controllability

> 全文为英语

**Published:** 2026年11月2日
**Author:** Hugh Van Deventer, Dmitrii Troitskii, Laura Ruis
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/the-first-few-tokens-matter-understanding-chain-of-thought-controllabili

arXiv:2610.40939v1 Announce Type: new Abstract: Chain-of-thought (CoT) monitoring is a promising way to oversee increasingly capable agents. It succeeds in part because current models appear limited in their ability to control what they verbalize in their reasoning traces. We…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.40939)

**标签：** #arXiv

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