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Song-Yang Li

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#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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