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Wen Xing

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#machine learning Preprint Aug 2026

Selective Disclosure of Hidden Directives in Reasoning Models: Behavioral Asymmetry and Steering

Chain-of-thought (CoT) reasoning traces are increasingly proposed as a mechanism for AI oversight: a monitor inspecting a model's reasoning can, in principle, detect misbehavior invisible from outputs alone. This assumes CoT surfaces what a model is instructed to do regardless of the instructions given. We test this as...

Zi-Mo Shi, Xander Tifft, Wen Xing · 0 citations