@inproceedings{deng-etal-2026-value,
    title = "For-Value: Efficient Forward-Only Data Valuation for finetuning {LLM}s and {VLM}s",
    author = "Deng, Wenlong  and
      Zeng, Qi  and
      Zhang, Jiaming  and
      Chen, Minghui  and
      Ding, Zixin  and
      Thrampoulidis, Christos  and
      Gong, Boying  and
      Li, Xiaoxiao",
    editor = "Liakata, Maria  and
      Moreira, Viviane P.  and
      Zhang, Jiajun  and
      Jurgens, David",
    booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2026",
    address = "San Diego, California, United States",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.664/",
    pages = "14581--14600",
    ISBN = "979-8-89176-390-6"
}