@article{successisinthedetailsevaluateand, title = {Success is in the Details: Evaluate and Enhance Details Sensitivity of Code LLMs through Counterfactuals}, author = {Xianzhen Luo and Qingfu Zhu and Zhiming Zhang and Mingzheng Xu and Tianhao Cheng and YiXuan Wang and Zheng Chu and Shijie Xuyang and Zhiyuan Ma and Yuantao Fan and Wanxiang Che}, year = {2025}, eprint = {2505.14597}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.14597v1}, }