@inproceedings{zeng-etal-2025-privacyrestore, title = "{P}rivacy{R}estore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration", author = "Zeng, Ziqian and Wang, Jianwei and Yang, Junyao and Lu, Zhengdong and Li, Haoran and Zhuang, Huiping and Chen, Cen", 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.532/", pages = "10821--10855", ISBN = "979-8-89176-251-0" }