@article{whendollmsadmittheirmistakes, title = {When Do LLMs Admit Their Mistakes? Understanding the Role of Model Belief in Retraction}, author = {Yuqing Yang and Robin Jia}, year = {2025}, eprint = {2505.16170}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.16170v1}, }