Shu-Xuan Liu

ZooWork-ShopRanker: An Open, Preference-Aligned E-Commerce Reranker

Open rerankers trained for general web retrieval transfer imperfectly to e-commerce, where ranking decisions depend not only on topical relevance but also on user preferences, product constraints, and comparative product fit. These preference signals are difficult to supervise at scale: real search traffic provides aut...