@inproceedings{yuan-etal-2025-exploiting, title = "Exploiting Contextual Knowledge in {LLM}s through $\mathcal{V}$-usable Information based Layer Enhancement", author = "Yuan, Xiaowei and Yang, Zhao and Huang, Ziyang and Wang, Yequan and Fan, Siqi and Ju, Yiming and Zhao, Jun and Liu, Kang", 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 1: Long Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.1531/", pages = "31726--31741", ISBN = "979-8-89176-251-0" }