@article{judgingagainstthereferenceuncoveringknow,
  title = {Judging Against the Reference: Uncovering Knowledge-Driven Failures in LLM-Judges on QA Evaluation},
  author = {Dongryeol Lee and Yerin Hwang and Taegwan Kang and Minwoo Lee and Younhyung Chae and Kyomin Jung},
  year = {2026},
  eprint = {2601.07506},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.07506},
}