@inproceedings{mansoori-etal-2026-defer, title = "When to Defer: Scope-Aware Cascades for Structured Attribute Generation in {E}-commerce Product Catalogs", author = "Mansoori, Fatemeh and Scarinci, Andrea and Aggarwal, Aditya and Chandramouli, Ashwin and Khan, Suleiman A.", 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.187/", pages = "3149--3160", ISBN = "979-8-89176-460-6" }