2025
MAPS: Motivation-Aware Personalized Search via LLM-Driven Consultation Alignment
ACL 2025long
Personalized product search aims to retrieve and rank items that match users’ preferences and search intent. Despite their effectiveness, existing approaches typically assume that users’ query fully captures their real motivation. However, our analysis of a real-world e-commerce platform reveals tha…