@article{rethinkingverificationforllmcode, title = {Rethinking Verification for LLM Code Generation: From Generation to Testing}, author = {Zihan Ma and Taolin Zhang and Maosong Cao and Junnan Liu and Wenwei Zhang and Minnan Luo and Songyang Zhang and Kai Chen}, year = {2025}, eprint = {2507.06920}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.06920v2}, }