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@@ -12,9 +12,9 @@ This framework uses [PyTorch Lightning](https://lightning.ai/docs/pytorch/stable
 
 For more information, please see our manuscript:
 
-**Biophysics-based protein language models for protein engineering**.  
+[Biophysics-based protein language models for protein engineering](https://doi.org/10.1101/2024.03.15.585128).  
 Sam Gelman, Bryce Johnson, Chase Freschlin, Sameer D'Costa, Anthony Gitter<sup>+</sup>, Philip A Romero<sup>+</sup>.  
-*bioRxiv*, 2024.  
+*bioRxiv*, 2024. doi:10.1101/2024.03.15.585128  
 <sup>+</sup> denotes equal contribution.
 
 # Installation