@article{beyondsemanticrelevancecounterfactualris, title = {Beyond Semantic Relevance: Counterfactual Risk Minimization for Robust Retrieval-Augmented Generation}, author = {Peiyang Liu and Qiang Yan and Ziqiang Cui and Di Liang and Xi Wang and Wei Ye}, year = {2026}, eprint = {2605.01302}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.01302}, }