@inproceedings{ye-etal-2025-lamb, title = "{LAMB}: A Training-Free Method to Enhance the Long-Context Understanding of {SSM}s via Attention-Guided Token Filtering", author = "Ye, Zhifan and Wang, Zheng and Xia, Kejing and Hong, Jihoon and Li, Leshu and Whalen, Lexington and Wan, Cheng and Fu, Yonggan and Lin, Yingyan Celine and Kundu, Souvik", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.acl-short.96/", pages = "1200--1209", ISBN = "979-8-89176-252-7" }