From e7a3b517ccb2b0a9643edf9ece25d5a94453f393 Mon Sep 17 00:00:00 2001
From: Qing145 <68147254+Qing145@users.noreply.github.com>
Date: Mon, 27 Oct 2025 11:10:59 +0800
Subject: Update readme.md

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 readme.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

(limited to 'readme.md')

diff --git a/readme.md b/readme.md
index 74d9d5d..1ac64eb 100644
--- a/readme.md
+++ b/readme.md
@@ -1,4 +1,4 @@
-# 🌟 **LinearRAG**  
+# 🌟 **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.
 
@@ -17,7 +17,7 @@
 ---
 
 ## 🚀 **Highlights**
-- ✅ **Fact-Level Faithfulness**: Eliminates unstable relation extraction, using only lightweight entity recognition to graph.
+- ✅ **Relation-free Graph Construction**: Eliminates unstable relation extraction, using only lightweight entity recognition to graph.
 - 🔥 **Zero Token Consumption**: Complete graph construction and retrieval without any LLM calls.
 - 📊 **Strong Results**: Outperforms previous RAG methods on widely-used benchmarks.
 
@@ -115,4 +115,4 @@ If you find this work helpful, please consider citing us:
 }
 ```
 ## 📬 Contact
-✉️ Email: zhuangluyao523@gmail.com
\ No newline at end of file
+✉️ Email: zhuangluyao523@gmail.com
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