@inproceedings{xia-etal-2025-selection,
    title = "From Selection to Generation: A Survey of {LLM}-based Active Learning",
    author = "Xia, Yu  and
      Mukherjee, Subhojyoti  and
      Xie, Zhouhang  and
      Wu, Junda  and
      Li, Xintong  and
      Aponte, Ryan  and
      Lyu, Hanjia  and
      Barrow, Joe  and
      Chen, Hongjie  and
      Dernoncourt, Franck  and
      Kveton, Branislav  and
      Yu, Tong  and
      Zhang, Ruiyi  and
      Gu, Jiuxiang  and
      Ahmed, Nesreen K.  and
      Wang, Yu  and
      Chen, Xiang  and
      Deilamsalehy, Hanieh  and
      Kim, Sungchul  and
      Hu, Zhengmian  and
      Zhao, Yue  and
      Lipka, Nedim  and
      Yoon, Seunghyun  and
      Huang, Ting-Hao Kenneth  and
      Wang, Zichao  and
      Mathur, Puneet  and
      Pal, Soumyabrata  and
      Mukherjee, Koyel  and
      Zhang, Zhehao  and
      Park, Namyong  and
      Nguyen, Thien Huu  and
      Luo, Jiebo  and
      Rossi, Ryan A.  and
      McAuley, Julian",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingestion-acl-25/2025.acl-long.708/",
    pages = "14552--14569",
    ISBN = "979-8-89176-251-0"
}