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TopicsChain-of-Thought Monitorability Large language models LLM Prompt Sensitivity

Length penalties reduce reasoning models' verbalization of answer-changing hints without reducing hint susceptibility.

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https://arxiv.org/pdf/2607.09786 Untraced · nothing upstream recorded

A length-compressed model still lets misleading hints steer its answers, but it less often verbalizes their influence.

https://arxiv.org/pdf/2607.09786extraction 0.80

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Created by extractor · Nov 10, 2026. Every judgment on this page is accompanied by a reasoning trace.