@inproceedings{yang-etal-2025-impart, title = "{I}m{P}art: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in {LLM}s", author = "Yang, Yan and Li, Yixia and Wang, Hongru and Wei, Xuetao and Yu, James Jianqiao and Chen, Yun and Chen, Guanhua", 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/landing_page/2025.acl-long.921/", pages = "18817--18829", ISBN = "979-8-89176-251-0" }