Update README.md

README.md

@@ -17,7 +17,7 @@ base_model: mispeech/midashenglm-7b-0804-fp32
 <h1 align="center">ALM2Vec-FT</h1>
 
 <p align="center">
-  <a href="https://arxiv.org/abs/xxxx.xxxxx"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b?logo=arxiv&logoColor=white" alt="Paper"></a>
+  <a href="https://arxiv.org/abs/2606.30682"><img src="https://img.shields.io/badge/Paper-arXiv-b31b1b?logo=arxiv&logoColor=white" alt="Paper"></a>
   <a href="https://caml-labs.github.io/ALM2Vec"><img src="https://img.shields.io/badge/Project-Page-1f6feb?logo=googlechrome&logoColor=white" alt="Project Page"></a>
   <a href="https://github.com/caml-labs/ALM2Vec"><img src="https://img.shields.io/badge/Code-GitHub-181717?logo=github&logoColor=white" alt="GitHub"></a>
 </p>
@@ -149,12 +149,14 @@ print(similarity)
 If you find this work useful, please consider citing:
 
 ```
-@article{ALM2Vec2026,
-  title={ALM2Vec: Learning Audio Embeddings for Universal
-        Audio Retrieval with Large Audio-Language Models},
-  author={TBD},
-  journal={arXiv preprint arXiv:TBD},
-  year={2026}
+@misc{lu2026alm2veclearningaudioembeddings,
+      title={ALM2Vec: Learning Audio Embeddings for Universal Audio Retrieval with Large Audio-Language Models}, 
+      author={Fengjie Lu and Chenang Jiang and Jiarui Hai and Helin Wang and Aaron Yee},
+      year={2026},
+      eprint={2606.30682},
+      archivePrefix={arXiv},
+      primaryClass={cs.SD},
+      url={https://arxiv.org/abs/2606.30682}, 
 }
 ```