REWIND: Uncertainty-Guided Trajectory Repair for Test-Time Reasoning.

arXiv:2610.19561v1 Announce Type: cross Abstract: An early mistake in the generated reasoning can constrain all subsequent reasoning. Repeated-generation methods, like MCMC-based approaches, attempt to improve output quality by sampling multiple generations, b