@article{arellmsvulnerabletopreferenceundermining,
  title = {Are LLMs Vulnerable to Preference-Undermining Attacks (PUA)? A Factorial Analysis Methodology for Diagnosing the Trade-off between Preference Alignment and Real-World Validity},
  author = {Hongjun An and Yiliang Song and Jiangan Chen and Jiawei Shao and Chi Zhang and Xuelong Li},
  year = {2026},
  eprint = {2601.06596},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.06596},
}