Update README.md

README.md

@@ -4,8 +4,9 @@ license: cc-by-nc-sa-4.0
 # SongEval 🎵  
 **A Large-Scale Benchmark Dataset for Aesthetic Evaluation of Complete Songs**
 
-[![Hugging Face Dataset](https://img.shields.io/badge/HuggingFace-Dataset-blue)](https://huggingface.co/datasets/ASLP-lab/SongEval)  
-[![Github Toolkit](https://img.shields.io/badge/Code-SongEval-blue?logo=github)](https://github.com/ASLP-lab/SongEval)  
+<!-- [![Hugging Face Dataset](https://img.shields.io/badge/HuggingFace-Dataset-blue)](https://huggingface.co/datasets/ASLP-lab/SongEval) -->
+[![Github Toolkit](https://img.shields.io/badge/Code-SongEval-blue?logo=github)](https://github.com/ASLP-lab/SongEval)
+[![Arxiv Paper](https://img.shields.io/badge/arXiv-Paper-<COLOR>.svg)](https://arxiv.org/pdf/2505.10793)
 [![License: CC BY-NC-SA 4.0](https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg)](https://creativecommons.org/licenses/by-nc-sa/4.0/)  
 
 ---
@@ -91,6 +92,14 @@ Meanwhile, we thank AISHELL to help with the orgnization of the song annotations
 ---
 
 ## 📬 Citation
-Coming soon!
+If you use this toolkit or the SongEval dataset, please cite the following:
+```
+@article{yao2025songeval,
+  title   = {SongEval: A Benchmark Dataset for Song Aesthetics Evaluation},
+  author  = {Yao, Jixun and Ma, Guobin and Xue, Huixin and Chen, Huakang and Hao, Chunbo and Jiang, Yuepeng and Liu, Haohe and Yuan, Ruibin and Xu, Jin and Xue, Wei and others},
+  journal = {arXiv preprint arXiv:2505.10793},
+  year={2025}
+}
 
+```