@inproceedings{wu-etal-2026-ask,
    title = "Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived {LLM} Agents",
    author = "Wu, Bin  and
      Zou, Guanyun  and
      Wang, Bingbing  and
      Zhao, Huan  and
      Shi, Chuan",
    editor = "Lee, Hung-Yi  and
      Dev, Sunipa  and
      Li, Jessy  and
      Elliott, Desmond",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.emnlp-main.1505/",
    pages = "34367--34403",
    ISBN = "979-8-89176-459-0"
}