@article{reducingbeliefdeviationinreinforcementle, title = {Reducing Belief Deviation in Reinforcement Learning for Active Reasoning}, author = {Deyu Zou and Yongqiang Chen and Jianxiang Wang and Haochen Yang and Mufei Li and James Cheng and Pan Li and Yu Gong}, year = {2025}, eprint = {2510.12264}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.12264}, }