Research paper

When to Defer: Scope-Aware Cascades for Structured Attribute Generation in E-commerce Product Catalogs

Research from AmazonPublished by Association for Computational LinguisticsOct 2026PDF

Learn how a catalogue enrichment system decides when to generate an attribute and when to defer.

When to Defer: Scope-Aware Cascades for Structured Attribute Generation in E-commerce Product Catalogs cover

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Fatemeh Mansoori, Andrea Scarinci, Aditya Aggarwal, Ashwin Chandramouli, Suleiman A. Khan. When to Defer: Scope-Aware Cascades for Structured Attribute Generation in E-commerce Product Catalogs. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track. © 2026 Association for Computational Linguistics. CC BY 4.0. 10.18653/2026.emnlp-industry.187. Original PDF, unmodified.

CC BY 4.0

When to Defer: Scope-Aware Cascades for Structured Attribute Generation in E-commerce Product Catalogs

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