diff --git a/README.md b/README.md
index e0795e7..7bb577b 100644
--- a/README.md
+++ b/README.md
@@ -40,7 +40,7 @@ license: mit
   <a href="https://github.com/deepseek-ai/DeepSeek-OCR"><b>🌟 Github</b></a> |
   <a href="https://huggingface.co/deepseek-ai/DeepSeek-OCR"><b>📥 Model Download</b></a> |
   <a href="https://github.com/deepseek-ai/DeepSeek-OCR/blob/main/DeepSeek_OCR_paper.pdf"><b>📄 Paper Link</b></a> |
-  <a href=""><b>📄 Arxiv Paper Link</b></a> |
+  <a href="https://arxiv.org/abs/2510.18234"><b>📄 Arxiv Paper Link</b></a> |
 </p>
 <h2>
 <p align="center">
@@ -119,4 +119,10 @@ We also appreciate the benchmarks: [Fox](https://github.com/ucaslcl/Fox), [Omini
 
 
 ## Citation
-Coming soon!
+```bibtex
+@article{wei2024deepseek-ocr,
+  title={DeepSeek-OCR: Contexts Optical Compression},
+  author={Wei, Haoran and Sun, Yaofeng and Li, Yukun},
+  journal={arXiv preprint arXiv:2510.18234},
+  year={2025}
+}
\ No newline at end of file