@article{finetunedllmsknowtheydontknowaparametere,
  title = {Fine-Tuned LLMs Know They Don't Know: A Parameter-Efficient Approach to Recovering Honesty},
  author = {Zeyu Shi and Ziming Wang and Tianyu Chen and Shiqi Gao and Haoyi Zhou and Qingyun Sun and Jianxin Li},
  year = {2025},
  eprint = {2511.12991},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.12991},
}