From e4c39170d5ef320464f64516fbf3a0cf9f62f00e Mon Sep 17 00:00:00 2001
From: Qing145 <68147254+Qing145@users.noreply.github.com>
Date: Mon, 27 Oct 2025 11:46:43 +0800
Subject: Update readme.md

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 readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

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 # **LinearRAG: Linear Graph Retrieval-Augmented Generation on Large-scale Corpora**  
 
-> A lightweight GraphRAG framework that eliminates LLM token cost during graph construction – making GraphRAG faster and more efficient than ever.
+> A relation-free graph construction method for efficient GraphRAG. It eliminates LLM token costs during graph construction, making GraphRAG faster and more efficient than ever.
 
 <p align="center">
   <a href="https://arxiv.org/abs/2510.10114" target="_blank">
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