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

arXiv:2609.35832v1 Announce Type: cross Abstract: 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.