@inproceedings{yang-etal-2026-deeplook, title = "{D}eep{L}ook: Uncertainty-Guided Branching with Lookahead Confidence for Efficient Reasoning", author = "Yang, Tingxin and Wang, Zefeng and Wang, Mengyue and Bi, Jinhe and Zhou, Xingcheng and Tresp, Volker and Ma, Yunpu", editor = {Aziz, Wilker and Berant, Jonathan and Eikema, Bryan and Ilia, Evgenia and de Marneffe, Marie-Catherine and Plank, Barbara and Shelmanov, Artem and Swayamdipta, Swabha and Tiedemann, J{\"o}rg and Vazhentsev, Artem and V{\'a}zquez, Ra{\'u}l and Zerva, Chrysoula}, booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.uncertainlp-main.24/", pages = "390--407", ISBN = "979-8-89176-486-6" }