@inproceedings{li-etal-2026-just, title = "Not Just Reason, Not Just Scan: Reinforcement Learning for Proactive Scientific Error Verification over Academic Papers", author = "Li, Rongjin and Liu, Yuanxin and Zhou, Hao and Meng, Fandong and Zhou, Jie and Sun, Xu", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.456/", pages = "9587--9609", ISBN = "979-8-89176-462-0" }