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 </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**