Update README.md

README.md

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 <h1 align="center">UniMoE-Audio</h1>
 
-**UniMoE-Audio** is a unified framework that seamlessly combines speech and music generation. Powered by a novel Dynamic-Capacity Mixture-of-Experts architecture.
+**UniMoE-Audio is a unified framework that seamlessly combines speech and music generation. Powered by a novel Dynamic-Capacity Mixture-of-Experts architecture. ** 
 
 <div align="center" style="display: flex; justify-content: center; margin-top: 10px;">
   <a href="https://mukioxun.github.io/Uni-MoE-site/home.html"><img src="https://img.shields.io/badge/📰 -Website-228B22" style="margin-right: 5px;"></a>
-  <a href="docs/UniMoE_Audio-Paper.pdf"><img src="https://img.shields.io/badge/📄-Paper-8A2BE2" style="margin-right: 5px;"></a>
+  <a href="https://arxiv.org/abs/2510.13344"><img src="https://img.shields.io/badge/📄-Paper-8A2BE2" style="margin-right: 5px;"></a>
 </div>