From cb7f211c1b5116c5a64fe9d26fd265e25e42ddfc Mon Sep 17 00:00:00 2001
From: Vincent Amato <vincentaamato@gmail.com>
Date: Sat, 16 Aug 2025 11:05:11 -0400
Subject: [PATCH] Update README.md

---
 esm/README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/esm/README.md b/esm/README.md
index 8c28bae3..f61a38bd 100644
--- a/esm/README.md
+++ b/esm/README.md
@@ -141,15 +141,15 @@ This tests tokenizer and model outputs (logits, hidden states, and attentions) f
 ```
 
 ```bibtex
-@article{lin2023evolutionary,
+@article{Lin2023,
+  author={Zeming Lin et al.},
   title={Evolutionary-scale prediction of atomic-level protein structure with a language model},
-  author={Lin, Zeming and Akin, Halil and Rao, Roshan and Hie, Brian and Zhu, Ziheng and Lu, Wenting and Smetanin, Nikita and Verkuil, Robert and Kabeli, Ori and Shmueli, Yilun and dos Santos Costa, Allan and Fazel-Zarandi, Maryam and Sercu, Tom and Candido, Salvatore and Rives, Alexander},
   journal={Science},
   volume={379},
-  number={6637},
   pages={1123--1130},
   year={2023},
-  publisher={American Association for the Advancement of Science}
+  doi={10.1126/science.ade2574},
+  url={{https://doi.org/10.1126/science.ade2574}}
 }
 ```