diff --git a/Changes.md b/Changes.md
index a384a89..86c8fd5 100644
--- a/Changes.md
+++ b/Changes.md
@@ -2,8 +2,9 @@
  
   Possibility to reduce the number of levels used Hnsw structure with the function hnsw::modify_level_scale.
   This often increases significantly recall while incurring a moderate cpu cost. It is also possible
-  to have same recall with smaller max_nb_conn parameters so reducing memory usage. See README.md at [bigann](https://github.com/jean-pierreBoth/bigann).  
-  Modification inspired by the [paper](https://arxiv.org/abs/2412.01940)
+  to have same recall with smaller max_nb_conn parameters so reducing memory usage.  
+  See README.md at [bigann](https://github.com/jean-pierreBoth/bigann).  
+  Modification inspired by the article by [Munyampirwa](https://arxiv.org/abs/2412.01940)
 
   Clippy cleaning and minor arguments change (PathBuf to Path String to &str) in dump/reload
   with the help of bwsw (https://github.com/bwsw)