@article{aprpenalizingstructuralredundancyinlarge, title = {APR: Penalizing Structural Redundancy in Large Reasoning Models via Anchor-based Process Rewards}, author = {Kaiyan Chang and Chenwei Zhu and Yingfeng Luo and Yifu Huo and Chenglong Wang and Xiaoqian Liu and Qiaozhi He and Tong Xiao and Zhengtao Yu and Jingbo Zhu}, year = {2026}, eprint = {2602.00760}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.00760}, }