@inproceedings{zhang-etal-2026-automated,
    title = "How Is Automated Research Evaluated? A Survey of Benchmarks and Evaluation Practices",
    author = "Zhang, Liulei  and
      Zhou, Dejing  and
      Huang, Chuyue  and
      Chen, Guanhua  and
      Yao, Yutong  and
      Chao, Lidia S.  and
      Vong, Chi Man  and
      Wong, Derek F.",
    editor = "Zhang, Yue  and
      Xu, Ruifeng  and
      Purwarianti, Ayu  and
      Rong, Tong  and
      Suzuki, Jun",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {IJCNLP}-{AACL} 2026",
    month = nov,
    year = "2026",
    address = "Hengqin, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.findings-aacl.148/",
    pages = "2913--2951",
    ISBN = "979-8-89176-444-6"
}