Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

Kejia Chen, Jiawen Zhang, Yihong Wu +5

Large reasoning models often reach correct answers through flawed intermediate steps, creating a gap between final accuracy and reasoning reliability. Existing alignment strategies…