diff --git a/README.md b/README.md
index d058b2d..5910267 100644
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+++ b/README.md
@@ -19,7 +19,7 @@ The datasets are also available on [SNAP](http://snap.stanford.edu/).
 The model is now also available in the package [Karate Club](https://github.com/benedekrozemberczki/karateclub).
 
 This repository provides the reference implementations for **MUSAE** and **AE** as described in the paper:
-> Multi-scale Attributed Node Embedding.
+> Multi-Scale Attributed Node Embedding.
 > [Benedek Rozemberczki](http://homepages.inf.ed.ac.uk/s1668259/), [Carl Allen](http://homepages.inf.ed.ac.uk/s1577741/), and [Rik Sarkar](https://homepages.inf.ed.ac.uk/rsarkar/).
 > [Journal of Complex Networks 2021](https://arxiv.org/abs/1909.13021)