diff --git a/blogs/deepspeed-ulysses/README.md b/blogs/deepspeed-ulysses/README.md
index 314787dc1abe..7ea7a4535e90 100644
--- a/blogs/deepspeed-ulysses/README.md
+++ b/blogs/deepspeed-ulysses/README.md
@@ -10,7 +10,7 @@
 
 </div>
 
-To cite DeepSpeed-Ulysses, please cite our [arxiv report](https://arxiv.org/abs/2309.14327):
+To cite DeepSpeed-Ulysses, please cite our [arxiv report](https://arxiv.org/abs/2309.14509):
 
 ```
 @article{jacobs2023deepspeed,