diff --git a/CHANGES.txt b/CHANGES.txt
index 8ef23a444e..d2129b7e51 100644
--- a/CHANGES.txt
+++ b/CHANGES.txt
@@ -4,9 +4,10 @@ New in master
 Features
 --------
 
-* Allowing to customize RSS and Atom feed extensions (Issue #3041)
+* Allowing to customize RSS and Atom feed extensions with
+  ``RSS_EXTENSION``, ``ATOM_EXTENSION`` settings (Issue #3041)
 * Allowing to customize filename base appended to RSS_PATH
-  (Issue #3041)
+  with ``RSS_FILENAME_BASE`` setting (Issue #3041)
 * Use basic ipynb template by default for slightly better appearance
   and behavior
 * Fixing behavior of RSS_PATH to do what the documentation