Efficient Generative Retrieval for Large-Scale Personalized E-commerce Search

Hi-Gen, an efficient generative retrieval method, enhances large-scale personalized E-commerce search systems by encoding both semantic relevance and efficiency information in document identifiers (docIDs) and leveraging position-aware loss to improve decoding performance.