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README.md

@@ -157,12 +157,12 @@ The most gains will be seen with PyTorch > 2.5 on linux machines.
 If you use any of this implementation or work please cite it (as well as the ESMC preprint).
 
 ```
-@misc {ESMPlusPlus,
-	author       = { Hallee, L. and Bichara, D. and Gleghorn, J, P. },
-	title        = { ESMPlusPlus },
-	year         = 2024,
-	url          = { https://huggingface.co/Synthyra/ESMplusplus_small },
-	doi          = { 10.57967/hf/3725 },
-	publisher    = { Hugging Face }
+@misc {ESM++,
+    author       = { Hallee, Logan and Bichara, David and Gleghorn, Jason P.},
+    title        = { ESM++: Efficient and Hugging Face compatible versions of the ESM Cambrian models},
+    year         = {2024},
+    url          = { https://huggingface.co/Synthyra/ESMplusplus_small },
+    DOI          = { 10.57967/hf/3726 },
+    publisher    = { Hugging Face }
 }
 ```