@article{supervisedoptimismcorrectionbeconfident,
  title = {Supervised Optimism Correction: Be Confident When LLMs Are Sure},
  author = {Junjie Zhang and Rushuai Yang and Shunyu Liu and Ting-En Lin and Fei Huang and Yi Chen and Yongbin Li and DaCheng Tao},
  year = {2025},
  eprint = {2504.07527},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2504.07527v1},
}