@inproceedings{xu-etal-2026-illusions, title = "Illusions of Confidence? Diagnosing {LLM} Truthfulness via Neighborhood Consistency", author = "Xu, Haoming and Zhao, Ningyuan and Yao, Yunzhi and Xu, Weihong and Wang, Hongru and Deng, Xinle and Deng, Shumin and Pan, Jeff Z. and Chen, Huajun and Zhang, Ningyu", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.203/", pages = "4432--4457", ISBN = "979-8-89176-390-6" }