@inproceedings{degenaro-etal-2025-fortify, title = "{FORTIFY}: Generative Model Fine-tuning with {ORPO} for {R}e{T}rieval Expansion of {I}n{F}ormal {N}ois{Y} Text", author = "DeGenaro, Dan and Yang, Eugene and Etter, David and Carpenter, Cameron and Sanders, Kate and Martin, Alexander and Murray, Kenton and Kriz, Reno", editor = "Kriz, Reno and Murray, Kenton", booktitle = "Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025)", month = aug, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.magmar-1.13/", pages = "100--115", ISBN = "979-8-89176-280-0" }