Identifying the Amplification-Lift Gap in Reasoning Models

Analysis of 15 models across 6 benchmarks reveals an Amplification-Lift Gap, where reasoning-oriented training increases visible behaviors like self-correction without necessarily increasing the correctness of those behaviors. The study uses a new Behavioral Lift metric to quantify the mismatch between reasoning traces and actual predictive accuracy.