Inference-Time Amplification of Weak Reasoning Models.

arXiv:2605.14163v2 Announce Type: replace Abstract: How much of the capability of a reasoning model exposed by repeated sampling can an imperfect selector recover? We study this problem as {\em inference-time amplification}, separating {\em coverage}---whether