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Home/Authors/Zhihui Sun

Zhihui Sun

1 indexed paper

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26

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Info Retrieval×1

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2026
SVD-RAG: Efficient Tree-Organized Retrieval-Augmented Generation via Singular Value Decomposition

This paper introduces SVD-RAG, a cost-efficient and content-adaptive summarization method for hierarchical Retrieval-Augmented Generation systems using Singular Value Decomposition on dense sentence embedding matrices.

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Papers

cs.IREmpiricalRecentJul 11, 2026

SVD-RAG: Efficient Tree-Organized Retrieval-Augmented Generation via Singular Value Decomposition

Zhihui Sun

This paper introduces SVD-RAG, a cost-efficient and content-adaptive summarization method for hierarchical Retrieval-Augmented Generation systems using Singular Value Decomposition on dense sentence e…

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