@inproceedings{jacobs-etal-2026-much,
    title = "How Much Does Hyperparameter Tuning Actually Help? An Efficiency Survey for Fine-Tuning Transformers to Score Mathematics-Explanation Items",
    author = "Jacobs, Gregory M.  and
      Bediwy, Ahmed H.  and
      Bellows, Martha",
    editor = "Wilson, Joshua  and
      Ormerod, Christopher  and
      Beiting-Parrish, Magdalen",
    booktitle = "Proceedings of the Artificial Intelligence in Measurement and Education Conference ({AIME}-Con): Works in Progress",
    month = oct,
    year = "2026",
    address = "Wyndham Grand Pittsburgh Downtown, Pittsburgh, Pennsylvania, United States",
    publisher = "National Council on Measurement in Education (NCME)",
    url = "https://aclanthology.org/2026.aimecon-wip.26/",
    pages = "200--206",
    ISBN = "979-8-9983004-1-7"
}