Update README.md

README.md

@@ -4,6 +4,7 @@ Qingkai Fang, Shoutao Guo, Yang Feng
 
 [![Code](https://img.shields.io/badge/Code-BayLing--Duplex-blue?logo=github)](https://github.com/BayLing-Models/BayLing-Duplex)
 [![Model](https://img.shields.io/badge/Model-Hugging%20Face-yellow)](https://huggingface.co/BayLing-Models/BayLing-Duplex)
+[![arXiv](https://img.shields.io/badge/arXiv-2606.14528-b31b1b.svg)](https://arxiv.org/abs/2606.14528)
 
 **BayLing-Duplex: Native Full-Duplex Speech Dialogue with a Single Autoregressive LLM**
 
@@ -150,10 +151,13 @@ See [LICENSE](LICENSE) and [NOTICE.md](NOTICE.md).
 ## Citation
 
 ```bibtex
-@misc{baylingduplextbd,
-  title        = {BayLing-Duplex: Native Full-Duplex Speech Dialogue with a Single Autoregressive LLM},
-  author       = {Qingkai Fang and Shoutao Guo and Yang Feng},
-  year         = {2026},
-  note         = {Manuscript}
+@misc{fang2026baylingduplexnativefullduplexspeech,
+  title         = {BayLing-Duplex: Native Full-Duplex Speech Dialogue with a Single Autoregressive LLM},
+  author        = {Qingkai Fang and Shoutao Guo and Yang Feng},
+  year          = {2026},
+  eprint        = {2606.14528},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CL},
+  url           = {https://arxiv.org/abs/2606.14528}
 }
 ```