diff --git a/flax/nnx/module.py b/flax/nnx/module.py
index 795bb9a088..28ceab870b 100644
--- a/flax/nnx/module.py
+++ b/flax/nnx/module.py
@@ -87,16 +87,16 @@ def sow(
     reduce_fn: tp.Callable[[B, A], B] = tuple_reduce,
     init_fn: tp.Callable[[], B] = tuple_init,  # type: ignore
   ) -> None:
-    """``sow()`` can be used to collect intermediate values without
-    the overhead of explicitly passing a container through each Module call.
-    ``sow()`` stores a value in a new ``Module`` attribute, denoted by ``name``.
-    The value will be wrapped by a :class:`Variable` of type ``variable_type``,
-    which can be useful to filter for in :func:`split`, :func:`state` and
-    :func:`pop`.
+    """``sow()`` can be used to collect intermediate values without the overhead
+    of explicitly passing a container through each :class:`flax.nnx.Module` call.
+    ``sow()`` stores a value in a new ``nnx.Module`` attribute, denoted by ``name``.
+    The value will be wrapped by a :class:`flax.nnx.Variable` of type ``variable_type``,
+    which can be useful to filter for in :func:`flax.nnx.split`, :func:`flax.nnx.state`
+    and :func:`flax.nnx.pop`.
 
-    By default the values are stored in a tuple and each stored value
-    is appended at the end. This way all intermediates can be tracked when
-    the same module is called multiple times.
+    By default, values are stored in a tuple with each stored value
+    appended at the end. This allows all intermediates to be tracked when
+    the same ``nnx.Module`` is called multiple times.
 
     Example usage::
 
@@ -126,7 +126,7 @@ def sow(
       >>> assert len(model.i.value) == 2 # tuple of length 2
       >>> assert (model.i.value[0] + 1 == model.i.value[1]).all()
 
-    Alternatively, a custom init/reduce function can be passed::
+    Alternatively, a custom ``init_fn``/``reduce_fn`` function can be passed as follows::
 
       >>> class Model(nnx.Module):
       ...   def __init__(self, rngs):
@@ -155,16 +155,16 @@ def sow(
       >>> assert (model.product.value == intermediate**2).all()
 
     Args:
-      variable_type: The :class:`Variable` type for the stored value.
-        Typically :class:`Intermediate` is used to indicate an
+      variable_type: The :class:`flax.nnx.Variable` type for the stored value.
+        Typically, :class:`flax.nnx.Intermediate` is used to indicate an
         intermediate value.
-      name: A string denoting the ``Module`` attribute name, where
+      name: A string denoting the :class:`flax.nnx.Module` attribute name where
         the sowed value is stored.
       value: The value to be stored.
       reduce_fn: The function used to combine the existing value with the new
-        value. The default is to append the value to a tuple.
+        value. Defaults to appending the value to a tuple.
       init_fn: For the first value stored, ``reduce_fn`` will be passed the result
-        of ``init_fn`` together with the value to be stored. The default is an
+        of ``init_fn`` together with the value to be stored. Defaults to an
         empty tuple.
     """
     if hasattr(self, name):