@inproceedings{zhang-etal-2026-perceive, title = "Perceive-Then-Adjudicate: A Multi-Agent Framework for Resolving Knowledge-Evidence Conflicts in {LLM} Fact-Checking", author = "Zhang, Yongcheng and Zhang, Xin and Li, Fei and Teng, Chong and Yang, Jiang-Ming and Ji, Donghong and Li, Zhuang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1445/", pages = "30813--30833", ISBN = "979-8-89176-462-0" }