@article{roseragrobustretrievalaugmentedgeneratio, title = {RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization}, author = {Tianci Liu and Haoxiang Jiang and Tianze Wang and ran Xu and Yue Yu and Linjun Zhang and Tuo Zhao and Haoyu Wang}, year = {2025}, eprint = {2502.10993}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.10993v1}, }