@article{llmdoctortokenlevelflowguidedpreferenceo,
  title = {LLMdoctor: Token-Level Flow-Guided Preference Optimization for Efficient Test-Time Alignment of Large Language Models},
  author = {Tiesunlong Shen and Rui Mao and Jin Wang and Heming Sun and Jian Zhang and Xuejie Zhang and Erik Cambria},
  year = {2026},
  eprint = {2601.10416},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.10416},
}