@article{beyondthesurfaceenhancingllmasajudgealig,
  title = {Beyond the Surface: Enhancing LLM-as-a-Judge Alignment with Human via Internal Representations},
  author = {Peng Lai and Jianjie Zheng and Sijie Cheng and Yun Chen and Peng Li and Yang Liu and Guanhua Chen},
  year = {2025},
  eprint = {2508.03550},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.03550},
}