From 7b10da1db4e88c77968ebc1fb9d4c20412ffb3de Mon Sep 17 00:00:00 2001
From: Qing145 <68147254+Qing145@users.noreply.github.com>
Date: Mon, 27 Oct 2025 11:11:41 +0800
Subject: Update readme.md

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 readme.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

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diff --git a/readme.md b/readme.md
index 0d8240f..05103ca 100644
--- a/readme.md
+++ b/readme.md
@@ -1,4 +1,4 @@
-# 🌟 **LinearRAG: Linear Graph Retrieval-Augmented Generation on Large-scale Corpora**  
+# **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.
 
@@ -25,6 +25,11 @@
   <img src="figure/main_figure.png" width="95%" alt="Framework Overview">
 </p>
 
+---
+## 🎉 **News**
+- [2025-10-26] We have released the code and [dataset](https://huggingface.co/datasets/Zly0523/linear-rag).
+- [2025-10-11] We have released the paper on [Arxiv](https://arxiv.org/abs/2510.10114).
+
 ---
 
 ## 🛠️ **Usage**
-- 
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