@inproceedings{xue-etal-2026-reason, title = "Reason Only When Needed: Efficient Generative Reward Modeling via Model-Internal Uncertainty", author = "Xue, Chao and Wang, Yao and Liu, Mengqiao and Liang, Di and Han, Xingsheng and Liu, Peiyang and Wu, Xianjie and Lu, Chenyao and Jiang, Lei and Lu, Yu and Shi, Haibo and Liang, Shuang and Peng, Minlong and Salim, Flora D.", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1167/", pages = "23302--23319", ISBN = "979-8-89176-395-1" }