@article{reinforcementlearningforlargelanguagemod, title = {Reinforcement Learning for Large Language Model Selective Evidence Adoption from Contaminated Retrieval Results}, author = {Yanyu Chen and Yue Li and Yongyi Cui and Dongsheng Shi and Lichang Dai}, year = {2026}, eprint = {2607.20090}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.20090}, }