diff --git a/tutorials/text/annotations.py b/tutorials/text/annotations.py
index 3bb41b8565f1..55eea34f77f6 100644
--- a/tutorials/text/annotations.py
+++ b/tutorials/text/annotations.py
@@ -440,8 +440,8 @@
# Using ConnectionPatch
# ~~~~~~~~~~~~~~~~~~~~~
#
-# ConnectionPatch is like an annotation without text. While `~.Axes.annotate`
-# is sufficient in most situations, ConnectionPatch is useful when you want to
+# `.ConnectionPatch` is like an annotation without text. While `~.Axes.annotate`
+# is sufficient in most situations, ``ConnectionPatch`` is useful when you want to
# connect points in different axes. ::
#
# from matplotlib.patches import ConnectionPatch
@@ -457,7 +457,7 @@
# :target: ../../gallery/userdemo/connect_simple01.html
# :align: center
#
-# Here, we added the ConnectionPatch to the *figure* (with `~.Figure.add_artist`)
+# Here, we added the ``ConnectionPatch`` to the *figure* (with `~.Figure.add_artist`)
# rather than to either axes: this ensures that it is drawn on top of both axes,
# and is also necessary if using :doc:`constrained_layout
# ` for positioning the axes.
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