@article{reevaluatingcodellmbenchmarksunder, title = {Re-Evaluating Code LLM Benchmarks Under Semantic Mutation}, author = {Zhiyuan Pan and Xing Hu and Xin Xia and Xiaohu Yang}, year = {2025}, eprint = {2506.17369}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.17369v1}, }