@article{docodesemanticshelpacomprehensivestudyon,
  title = {Do Code Semantics Help? A Comprehensive Study on Execution Trace-Based Information for Code Large Language Models},
  author = {Jian Wang and Xiaofei Xie and Qiang Hu and Shangqing Liu and Yi Li},
  year = {2025},
  eprint = {2509.11686},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2509.11686},
}