@article{fromblindguesstoinformedjudgmentteaching,
  title = {From Blind Guess to Informed Judgment: Teaching LLMs to Evaluate Materials by Building Knowledge-Augmented Preference Signals},
  author = {Yeyong Yu and Wenya Hu and Xing Wu and Quan Qian},
  year = {2026},
  eprint = {2605.29555},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.29555},
}