@inproceedings{deng-etal-2025-inverse,
    title = "When Inverse Data Outperforms: Exploring the Pitfalls of Mixed Data in Multi-Stage Fine-Tuning",
    author = "Deng, Mengyi  and
      Li, Xin  and
      Zhu, Tingyu  and
      Yang, Zhicheng  and
      Guo, Zhijiang  and
      Wang, Wei",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.findings-emnlp.346/",
    pages = "6514--6523",
    ISBN = "979-8-89176-335-7"
}