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arXiv — cs.AI

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

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…

arXiv — cs.AIBy: Hugh Van Deventer, Dmitrii Troitskii, Laura RuisNovember 2, 2026 (1 hour ago)
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  • 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
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The First Few Tokens Matter: Understanding Chain-of-Thought Controllability

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