@inproceedings{zhao-etal-2025-fr,
    title = "{FR}-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling",
    author = "Zhao, Weilin  and
      Pan, Tengyu  and
      Han, Xu  and
      Zhang, Yudi  and
      Ao, Sun  and
      Huang, Yuxiang  and
      Zhang, Kaihuo  and
      Zhao, Weilun  and
      Li, Yuxuan  and
      Zhou, Jie  and
      Zhou, Hao  and
      Wang, Jianyong  and
      Sun, Maosong  and
      Liu, Zhiyuan",
    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/landing_page/2025.acl-long.198/",
    pages = "3909--3921",
    ISBN = "979-8-89176-251-0"
}