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CoT Red-Handed: Stress Testing Chain-of-Thought Monitoring
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We find that CoT monitoring improves detection by up to 27 percentage points in scenarios where action-only monitoring fails to reliably identify sabotage. However, CoT traces can also contain misleading rationalizations that deceive the monitor, reducing performance in more obvious sabotage cases.
Monitors reading a reasoning model's chain of thought detect misbehavior substantially better than monitors that see only actions and outputs.
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- Oct 30, 2026Entered the graphEntered the graph; no copy stored