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-# 🌟 **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.
 
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 </p>
 
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+## 🎉 **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**