diff --git a/py-polars/polars/dataframe/frame.py b/py-polars/polars/dataframe/frame.py
index e06089668b11d..345992f2b12b5 100644
--- a/py-polars/polars/dataframe/frame.py
+++ b/py-polars/polars/dataframe/frame.py
@@ -9485,9 +9485,11 @@ def hash_rows(
         seed_3
             Random seed parameter. Defaults to `seed` if not set.
 
-        .. note::
-            This implementation of :func:`hash_rows` does not guarantee stable results
-            across Polars versions. It only has guaranteed stability within one version.
+        Notes
+        -----
+        This implementation of :func:`hash_rows` does not guarantee consistent results
+        across different Polars versions. Its stability is only guaranteed within a
+        single version.
 
         Examples
         --------
diff --git a/py-polars/polars/expr/expr.py b/py-polars/polars/expr/expr.py
index 375f425da37fb..a9cc85482f5f5 100644
--- a/py-polars/polars/expr/expr.py
+++ b/py-polars/polars/expr/expr.py
@@ -5381,11 +5381,13 @@ def hash(
         seed_3
             Random seed parameter. Defaults to `seed` if not set.
 
-        .. note::
-            This implementation of :func:`hash` does not guarantee stable results
-            across Polars versions. It only has guaranteed stability within one version.
-            For use-cases where you require stability across versions, you can use
-            the following plugin: `polars-hash <https://github.com/ion-elgreco/polars-hash>`_.
+        Notes
+        -----
+        This implementation of :func:`rows` does not guarantee consistent results
+        across different Polars versions. Its stability is only guaranteed within a
+        single version.
+        For use-cases where consistency across versions is required, you can use
+        the `polars-hash <https://github.com/ion-elgreco/polars-hash>`_ plugin.
 
         Examples
         --------
diff --git a/py-polars/polars/series/series.py b/py-polars/polars/series/series.py
index 107620b960a28..d4a781946b4dc 100644
--- a/py-polars/polars/series/series.py
+++ b/py-polars/polars/series/series.py
@@ -5800,9 +5800,11 @@ def hash(
         seed_3
             Random seed parameter. Defaults to `seed` if not set.
 
-        .. note::
-            This implementation of :func:`hash` does not guarantee stable results
-            across Polars versions. It only has guaranteed stability within one version.
+        Notes
+        -----
+        This implementation of :func:`hash` does not guarantee consistent results
+        across different Polars versions. Its stability is only guaranteed within a
+        single version.
 
         Examples
         --------