Update README.md

README.md

@@ -21,7 +21,7 @@ metrics:
 </div>
 
 <p align="center">
-  <font size="3"><a href="https://github.com/FreedomIntelligence/EchoX">🐈‍⬛ Github</a>&nbsp｜&nbsp<a href="https://arxiv.org/abs/XXXX.XXXX">📃 Paper</a>&nbsp｜&nbsp<a href="https://huggingface.co/spaces/FreedomIntelligence/EchoX">🚀 Space</a>&nbsp</font>
+  <font size="3"><a href="https://github.com/FreedomIntelligence/EchoX">🐈‍⬛ Github</a>&nbsp｜&nbsp<a href="https://arxiv.org/abs/2509.09174">📃 Paper</a>&nbsp｜&nbsp<a href="https://huggingface.co/spaces/FreedomIntelligence/EchoX">🚀 Space</a>&nbsp</font>
 </p>
 
 ## Model Description
@@ -43,11 +43,13 @@ Load the EchoX model and run inference with your audio files as shown in the <a
 
 # <span>📖 Citation</span>
 ```
-@inproceedings{zhang2026echox,
-  title={EchoX: Towards Mitigating Acoustic-Semantic Gap via Echo Training for Speech-to-Speech LLMs},
-  author={Zhang, Yuhao and Du, Yuhao and Dai, Zhanchen and others},
-  booktitle={Proceedings of ICLR 2026},
-  year={2026},
-  url={https://arxiv.org/abs/XXXX.XXXX}
+@misc{zhang2025echoxmitigatingacousticsemanticgap,
+      title={EchoX: Towards Mitigating Acoustic-Semantic Gap via Echo Training for Speech-to-Speech LLMs}, 
+      author={Yuhao Zhang and Yuhao Du and Zhanchen Dai and Xiangnan Ma and Kaiqi Kou and Benyou Wang and Haizhou Li},
+      year={2025},
+      eprint={2509.09174},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2509.09174}, 
 }
 ```