@misc{bensal2025reflect, title={Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning}, author={Shelly Bensal and Umar Jamil and Christopher Bryant and Melisa Russak and Kiran Kamble and Dmytro Mozolevskyi and Muayad Ali and Waseem AlShikh}, year={2025}, eprint={2505.24726}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2505.24726} }