@inproceedings{liu-etal-2026-beyond-passive, title = "Beyond Passive Debate: Intent-Driven Multi-Agent Deliberation for Reasoning under Incomplete Knowledge Graphs", author = "Liu, Yongqiang and Peng, Qiyao and Liu, Binrong and Chen, Jiawei and Li, Xuewei and Yuan, Ning", 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.850/", pages = "19695--19712", ISBN = "979-8-89176-459-0" }