@inproceedings{ni-etal-2026-popular, title = "Popular but Wrong: Understanding and Mitigating {LLM} Overconfidence through Knowledge Popularity", author = "Ni, Shiyu and Bi, Keping and Guo, Jiafeng and Cheng, Xueqi", 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.1231/", pages = "28085--28101", ISBN = "979-8-89176-459-0" }