@@ -5,4 +5,4 @@ New `.Axes3D` objects previously added themselves to figures when they were
 created, which lead to them being added twice if
 ``fig.add_subplot(111, projection='3d')`` was called.  Now ``ax = Axes3d(fig)``
 will need to be explicitly added to the figure with ``fig.add_axes(ax)``, as
-also needs to be done for normal `axes.Axes`.  
+also needs to be done for normal `.axes.Axes`.  
@@ -144,7 +144,7 @@
 # Still there remains an unused empty space between the subplots.
 #
 # To precisely control the positioning of the subplots, one can explicitly
-# create a `.GridSpec` with `Figure.add_gridspec`, and then call its
+# create a `.GridSpec` with `.Figure.add_gridspec`, and then call its
 # `~.GridSpecBase.subplots` method.  For example, we can reduce the height
 # between vertical subplots using ``add_gridspec(hspace=0)``.
 #
 
@@ -1068,8 +1068,8 @@ def subplot(*args, **kwargs):
     """
     Add a subplot to the current figure.
 
-    Wrapper of `.Figure.add_subplot` with a difference in behavior
-    explained in the notes section.
+    Wrapper of `~.matplotlib.figure.Figure.add_subplot` with a difference in
+    behavior explained in the notes section.
 
     Call signatures::
Original file line number	Diff line number	Diff line change
`@@ -144,7 +144,7 @@`
`144`	`144`	`# Still there remains an unused empty space between the subplots.`
`145`	`145`	`#`
`146`	`146`	`# To precisely control the positioning of the subplots, one can explicitly`
`147`		-# create a `.GridSpec` with `Figure.add_gridspec`, and then call its
	`147`	+# create a `.GridSpec` with `.Figure.add_gridspec`, and then call its
`148`	`148`	# `~.GridSpecBase.subplots` method. For example, we can reduce the height
`149`	`149`	# between vertical subplots using ``add_gridspec(hspace=0)``.
`150`	`150`	`#`