@inproceedings{rao-etal-2025-apt,
    title = "{APT}: Improving Specialist {LLM} Performance with Weakness Case Acquisition and Iterative Preference Training",
    author = "Rao, Jun  and
      Lin, Zepeng  and
      Liu, Xuebo  and
      Ke, Xiaopeng  and
      Lian, Lian  and
      Jin, Dong  and
      Cheng, Shengjun  and
      Yu, Jun  and
      Zhang, Min",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Findings of the Association for Computational Linguistics: ACL 2025",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/landing_page/2025.findings-acl.1079/",
    pages = "20958--20980",
    ISBN = "979-8-89176-256-5"
}