diff --git a/doc/whats_new/v0.24.rst b/doc/whats_new/v0.24.rst
index 9343e795a3aca..9714b1c9a4282 100644
--- a/doc/whats_new/v0.24.rst
+++ b/doc/whats_new/v0.24.rst
@@ -70,13 +70,11 @@ Changelog
   samples between the train and test set on each fold.
   :pr:`13204` by :user:`Kyle Kosic <kykosic>`.
 
-- |Feature| :class:`feature_selection.RFE`, 
-  :class:`feature_selection.RFECV` and
-  :class:`feature_selection.SelectFromModel` now supports a new parameter
-  `importance_getter` that accepts a string
-  that specifies an attribute name/path or a `callable` for
-  extracting feature importance from the estimator.
-  :pr:`15361` by :user:`Venkatachalam N <venkyyuvy>`
+- |Feature| A new parameter `importance_getter` was added to
+  :class:`feature_selection.RFE`, :class:`feature_selection.RFECV` and
+  :class:`feature_selection.SelectFromModel`, allowing the user to specify an
+  attribute name/path or a `callable` for extracting feature importance from
+  the estimator.  :pr:`15361` by :user:`Venkatachalam N <venkyyuvy>`
 
 Code and Documentation Contributors
 -----------------------------------