@article{doesreinforcementlearningreally, title = {Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?}, author = {Zhiqi Chen and Rui Lu and Andrew Zhao and Zhaokai Wang and Yang Yue and Shiji Song and Gao Huang}, year = {2025}, eprint = {2504.13837}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.13837v2}, }