Finding RELIEF: Shaping Reasoning Behavior without Reasoning Supervision via Belief Engineering

Chak Tou Leong, Dingwei Chen, Heming Xia +4

Large reasoning models (LRMs) have achieved remarkable success in complex problem-solving, yet they often suffer from computational redundancy or reasoning unfaithfulness. Current…