@article{dontmakeituppreservingignorance,
  title = {Don't Make It Up: Preserving Ignorance Awareness in LLM Fine-Tuning},
  author = {William F. Shen and Xinchi Qiu and Nicola Cancedda and Nicholas D. Lane},
  year = {2025},
  eprint = {2506.14387},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2506.14387v1},
}