@article{beyondreasoningreinforcementlearningunlo, title = {Beyond Reasoning: Reinforcement Learning Unlocks Parametric Knowledge in LLMs}, author = {Wanli Yang and Hongyu Zang and Junwei Zhang and Wenjie Shi and Du Su and Jingang Wang and Xueqi Cheng and Fei Sun}, year = {2026}, eprint = {2605.07153}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.07153}, }