@article{coderlimprovingcodegenerationviareinforc, title = {CodeRL+: Improving Code Generation via Reinforcement with Execution Semantics Alignment}, author = {Xue Jiang and Yihong Dong and Mengyang Liu and Hongyi Deng and Tian Wang and Yongding Tao and Rongyu Cao and Binhua Li and Zhi Jin and Wenpin Jiao and Fei Huang and Yongbin Li and Ge Li}, year = {2025}, eprint = {2510.18471}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.18471}, }