diff --git a/galleries/users_explain/figure/interactive_guide.rst b/galleries/users_explain/figure/interactive_guide.rst
index 6cbdca4ab3f9..21658bb5849b 100644
--- a/galleries/users_explain/figure/interactive_guide.rst
+++ b/galleries/users_explain/figure/interactive_guide.rst
@@ -324,7 +324,7 @@ with what is displayed on the screen. This is intended to be used to
determine if ``draw_idle`` should be called to schedule a re-rendering
of the figure.
-Each artist has a `.Artist.stale_callback` attribute which holds a callback
+Each artist has a `!Artist.stale_callback` attribute which holds a callback
with the signature ::
def callback(self: Artist, val: bool) -> None:
@@ -343,7 +343,7 @@ default callback is `None`. If you call `.pyplot.ion` and are not in
`~.backend_bases.FigureCanvasBase.draw_idle` on any stale figures
after having executed the user's input, but before returning the prompt
to the user. If you are not using `.pyplot` you can use the callback
-`Figure.stale_callback` attribute to be notified when a figure has
+`!Figure.stale_callback` attribute to be notified when a figure has
become stale.
@@ -424,7 +424,7 @@ IPython / prompt_toolkit
With IPython >= 5.0 IPython has changed from using CPython's readline
based prompt to a ``prompt_toolkit`` based prompt. ``prompt_toolkit``
has the same conceptual input hook, which is fed into ``prompt_toolkit`` via the
-:meth:`IPython.terminal.interactiveshell.TerminalInteractiveShell.inputhook`
+:meth:`!IPython.terminal.interactiveshell.TerminalInteractiveShell.inputhook`
method. The source for the ``prompt_toolkit`` input hooks lives at
``IPython.terminal.pt_inputhooks``.
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