@inproceedings{murtaza-etal-2026-synthetic, title = "When Synthetic Data Hurts: On Catastrophic Forgetting in Skill Retrieval for {LLM} Agents", author = "Murtaza, Syed Shariyar and Nie, Yifan and Soni, Utkarsh and Wen, Eugene and Frydenlund, Arvid", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.172/", pages = "2924--2938", ISBN = "979-8-89176-460-6" }