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Xuan-Ping Li

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Book Open access Sep 2026

PLAIN: An Explainable Generative Search System Enhanced by Multi-granularity Semantic Alignment

Industrial search platforms must efficiently retrieve relevant items from billions of candidates while satisfying both query relevance and user preferences. Generative Search (GS) has emerged as a transformative paradigm that reformulates traditional indexing and matching as an autoregressive generation task. However,...

Guo-Liang Zhang, Wei-Fan Wang, Jun-Yao Zhao et al. · 0 citations
#artificial intelligence Preprint Sep 2026

SEEK: Skill-Routed Evaluation with Evolvable Knowledge for Industrial Search

Search quality evaluation provides essential supervision and diagnostic signals for the development and iteration of industrial search systems. Although large language models (LLMs) offer a scalable alternative to manual assessment, reliable automatic evaluation remains challenging: users experience search results at t...

Zhong-Xin Huang, Song-Yang Li, Ren-Zhe Zhou et al. · 0 citations

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