@inproceedings{yang-etal-2026-silence, title = "Silence over Error: Risk-Averse Navigation Landmark Extraction via Progressive {MLLM} Alignment", author = "Yang, Xin and Cao, Ziqi and Shao, Changning and Lin, Junhao and Zeng, Fanxiang and Liu, Yue", 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.1478/", pages = "31455--31476", ISBN = "979-8-89176-462-0" }