@inproceedings{yu-etal-2026-lookstep, title = "{L}ook{S}tep: Efficient Vision-Language Navigation with Linguistic Foresight and Event Driven Memory", author = "Yu, Kun-Yang and Li, Yingzhe and Xu, Hongyu and Tian, Shi-Yu and Zhou, Zhi and Chen, Yang and Yang, Ming and Wang, Sheng and Yu, Qing and Guo, Lan-Zhe and Li, Yu-Feng", 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.239/", pages = "5465--5483", ISBN = "979-8-89176-459-0" }