@inproceedings{liu-etal-2025-roserag, title = "{R}ose{RAG}: Robust Retrieval-augmented Generation with Small-scale {LLM}s via Margin-aware Preference Optimization", author = "Liu, Tianci and Jiang, Haoxiang and Wang, Tianze and Xu, Ran and Yu, Yue and Zhang, Linjun and Zhao, Tuo and Wang, Haoyu", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.findings-acl.676/", pages = "13036--13054", ISBN = "979-8-89176-256-5" }