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Yifan Yang

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#artificial intelligence Review Sep 2026

On the Limits of Metacognitive Monitoring in LLMs

Reliable decisions depend on recognizing when an answer may be wrong. In biological cognition, metacognitive monitoring can dissociate from task performance, raising the question of how closely solving and judging are linked in language models. Here we study the confidence reports of four frontier models across 15 benc...

Dong-Qi Han, Yifan Yang, Dong-Sheng Li · 0 citations

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