@inproceedings{li-etal-2026-confidence-answering, title = "Confidence Before Answering: A Paradigm Shift for Efficient {LLM} Uncertainty Estimation", author = "Li, Changcheng and Wu, Jiancan and Zhang, Hengheng and Chen, Zhengsu and An, Guo and Qiu, Junxiang and Wang, Xiang and Tian, Qi", 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.1057/", doi = "10.18653/2026.emnlp-main.1057", pages = "24252--24270", ISBN = "979-8-89176-459-0" }