End-to-End Aspect-Guided Review Summarization at Scale. - Ilya Boytsov; Vinny DeGenova; Mikhail Balyasin; Joseph Walt; Caitlin Eusden; Marie-Claire Rochat; Margaret Pierson (EMNLP (Industry Track), 2025)

From Pixels to Purchase: Building and Evaluating a Taxonomy-Decoupled Visual Search Engine for Home Goods E-commerce. - Cheng Lyu; Jingyue Zhang; Ryan Maunu; Mengwei Li; Vinny DeGenova; Yuanli Pei (CoRR, 2026)