@inproceedings{zhao-etal-2026-scope, title = "{SCOPE}: Stepwise Calibration of Reasoning Confidence with Outcome-Grounded Prefix Evidence", author = "Zhao, Huaqin and Zhou, Yifan and Sun, Bolun and Cao, Chao and Li, Yiwei and Ding, Zhaojun and Zhang, Lu and Liu, Tianming and Lu, Jin", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.2609/", pages = "59284--59297", ISBN = "979-8-89176-459-0" }