Update README.md

README.md

@@ -10,7 +10,7 @@ Ai2 Climate Emulator (ACE) is a family of models designed to simulate atmospheri
 
 **Disclaimer: ACE models are research tools and should not be used for operational climate predictions.**
 
-ACE2-ERA5 is trained on the [ERA5 dataset](https://rmets.onlinelibrary.wiley.com/doi/10.1002/qj.3803) and is described in [ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses](https://arxiv.org/abs/2411.11268).
+ACE2-ERA5 is trained on the [ERA5 dataset](https://rmets.onlinelibrary.wiley.com/doi/10.1002/qj.3803) and is described in [ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses](https://www.nature.com/articles/s41612-025-01090-0).
 
 ### Quick links