Jul 2026
SVD-RAG: Efficient Tree-Organized Retrieval-Augmented Generation via Singular Value Decomposition
This work presents SVD-RAG, the first method to apply Singular Value Decomposition (SVD) on dense sentence embedding matrices for extractive summarization in hierarchical RAG, and provides a detailed cost analysis and parameter sensitivity study.
Zhihui Sun
· arXiv.org · 0 citations