Author

Ming-Min Jin

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Preprint Aug 2026

SSR-GRPO: Integrating Supervision and Semantic IDs into Reinforcement Learning for Dense Retrieval in E-commerce

This paper proposes Supervised Retrieval-GRPO with Semantic Identifiers (SSR-GRPO), a dual-perspective framework for relevance assessment that leverages both Semantic Identifiers produced by quantization learning and dense representation vectors to generate more unbiased relevance scores.

Guangxin Song, Xingye Fang, Ming-Min Jin et al. · 0 citations

Preprint Sep 2026

VARG: Value-Aware and Ranking-Aligned Generative Retrieval for Dynamic E-commerce Search

Integrating recall and pre-ranking in e-commerce search requires candidate generation to account for relevance, personalization, and business value before final ranking. To this end, we present VARG, a generative retrieval system for Tmall App search that directly admits generated item candidates to the existing final...

Xiao-Peng Chu, Jian-Bo Zhu, Ming-Min Jin et al. · 0 citations