diff --git a/README.md b/README.md
index b6b06cf..1b91064 100644
--- a/README.md
+++ b/README.md
@@ -7,8 +7,7 @@ Tortoise is a text-to-speech program built with the following priorities:
 
 This repo contains all the code needed to run Tortoise TTS in inference mode.
 
-A (*very*) rough draft of the Tortoise paper is now available in doc format. I would definitely appreciate any comments, suggestions or reviews:
-https://docs.google.com/document/d/13O_eyY65i6AkNrN_LdPhpUjGhyTNKYHvDrIvHnHe1GA
+I *finally* converted the "doc" to a arxiv entry: https://arxiv.org/abs/2305.07243
 
 ### Version history