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TopicsModel Backdoor Attacks Large language models Chain-of-Thought Monitorability

In tested decoupled and curriculum backdoor models, CoT-only LLM judges detect backdoors near chance.

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https://arxiv.org/html/2608.02820v1 Untraced · nothing upstream recorded

The resulting traces evade a range of CoT monitors.

https://arxiv.org/html/2608.02820v1extraction 0.85

LLM judges (GPT-4o, GPT-4o-mini) reading only the CoT of decoupled or curriculum backdoored models score near chance AUC.

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