Stabilizing Reinforcement Learning for Honesty Alignment in Language Models on Deductive Reasoning

Jiarui Liu, Kaustubh Dhole, Yingheng Wang, Haoyang Wen, Sarah Zhang, Haitao Mao, Gaotang Li, Neeraj Varshney, Jingguo Liu, Xiaoman Pan
November, 2025
Arxiv