@article{roundtripreinforcementlearningselfconsis, title = {Round-trip Reinforcement Learning: Self-Consistent Training for Better Chemical LLMs}, author = {Lecheng Kong and Xiyuan Wang and Yixin Chen and Muhan Zhang}, year = {2025}, eprint = {2510.01527}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.01527}, }