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Output Supervision Can Obfuscate the Chain of Thought

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OpenAI (2025a) showed that training against a chain of thought (CoT) monitor can cause obfuscated CoTs, which contain bad behavior the monitor cannot detect.

Optimizing reasoning models' chains of thought against a monitor leads to reward hacking that the monitor cannot detect.Supported

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Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscationunknown1 claimRestates it faithfully, on 1 claim.

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Link: https://arxiv.org/abs/2511.11584
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Oct 30, 2026Entered the graphEntered the graph; no copy stored