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Tian-Zhu Zhang

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#artificial intelligence Preprint Sep 2026

When Should LLMs Trust Their Own Revisions? A Risk-Aware Study of Intrinsic Self-Correction

Intrinsic self-correction asks a language model to revise its own answer without receiving new external evidence. A second pass can recover mistakes, but it can also overturn answers that were already correct. We study this trade-off across 29 open-weight LLMs on BoolQ, GSM8K, and Corr2Cause by tracking correctness tra...

Tian-Zhu Zhang · 0 citations

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