Think Again or Think Longer? Selective Verification for Budget-Aware Reasoning

Sajib Acharjee Dip, Dawei Zhou, Liqing Zhang

Test-time reasoning is increasingly used as a serving-time control knob, but extra reasoning is not uniformly valuable: it can repair failed attempts, waste compute on already-corr…