@article{opentheoysterempiricalevaluationandimpro,
  title = {Open the Oyster: Empirical Evaluation and Improvement of Code Reasoning Confidence in LLMs},
  author = {Shufan Wang and Xing Hu and Junkai Chen and Zhiyuan Pan and Xin Xia},
  year = {2025},
  eprint = {2511.02197},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.02197},
}