@article{learningtoevaluatebeforeimprovingautomat,
  title = {Learning to Evaluate Before Improving: Automatic Rubric Induction for Automatic Research Agents},
  author = {Xuehai Wang and Haowei Qin and Tongxin Liu and Junkai Li and Buqiang Xu and Jintian Zhang and Yijun Chen and Zirui Xue and Shumin Deng},
  year = {2026},
  eprint = {2608.31076},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.31076},
}