diff --git a/flax/nnx/module.py b/flax/nnx/module.py
index 795bb9a088..82b1dd993c 100644
--- a/flax/nnx/module.py
+++ b/flax/nnx/module.py
@@ -358,12 +358,13 @@ def train(self, **attributes):
     )
 
   def eval(self, **attributes):
-    """Sets the Module to evaluation mode.
+    """Sets the :class:`flax.nnx.Module` to evaluation mode.
 
-    ``eval`` uses ``set_attributes`` to recursively set attributes ``deterministic=True``
-    and ``use_running_average=True`` of all nested Modules that have these attributes.
-    Its primarily used to control the runtime behavior of the ``Dropout`` and ``BatchNorm``
-    Modules.
+    ``nnx.Module.eval`` uses :func:`flax.nnx.Module.set_attributes` to recursively set
+    attributes ``deterministic=True`` and ``use_running_average=True`` of all nested
+    ``nnx.Module``'s that have these attributes.
+    It is primarily used to control the runtime behavior of the :class:`flax.nnx.Dropout`
+    and :class:`flax.nnx.BatchNorm` ``nnx.Module``'s.
 
     Example::
 
@@ -383,7 +384,7 @@ def eval(self, **attributes):
       (True, True)
 
     Args:
-      **attributes: additional attributes passed to ``set_attributes``.
+      **attributes: Additional attributes passed to ``set_attributes``.
     """
     return self.set_attributes(
       deterministic=True,