@article{prlbenchacomprehensivebenchmarkevaluatin,
  title = {PRL-Bench: A Comprehensive Benchmark Evaluating LLMs' Capabilities in Frontier Physics Research},
  author = {Tingjia Miao and Wenkai Jin and Muhua Zhang and Jinxin Tan and Yuelin Hu and Tu Guo and Jiejun Zhang and Yuhan Wang and Wenbo Li and Yinuo Gao and Shuo Chen and Weiqi Jiang and Yayun Hu and Zixing Lei and Xianghe Pang and Zexi Liu and Yuzhi Zhang and Linfeng Zhang and Kun Chen and Wei Wang and Weinan E and Siheng Chen},
  year = {2026},
  eprint = {2604.15411},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.15411},
}