diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ metrics:
 
 ## Model description
 
-+ Paper: [Recipes for building an open-domain chatbot](https://arxiv.org/abs/1907.06616)
++ Paper: [Recipes for building an open-domain chatbot]( https://arxiv.org/abs/2004.13637)
 + [Original PARLAI Code](https://parl.ai/projects/recipes/)