diff --git a/docs/cudf/source/conf.py b/docs/cudf/source/conf.py
index b891ff99d47..bcefa3fbdf8 100644
--- a/docs/cudf/source/conf.py
+++ b/docs/cudf/source/conf.py
@@ -142,8 +142,6 @@ def clean_all_xml_files(path):
                 tree.write(fn)
 
 
-
-
 # Breathe Configuration
 breathe_projects = {"libcudf": "../../../cpp/doxygen/xml"}
 for project_path in breathe_projects.values():
@@ -187,7 +185,9 @@ def clean_all_xml_files(path):
 # The short X.Y version.
 version = f"{CUDF_VERSION.major:02}.{CUDF_VERSION.minor:02}"
 # The full version.
-release = f"{CUDF_VERSION.major:02}.{CUDF_VERSION.minor:02}.{CUDF_VERSION.micro:02}"
+release = (
+    f"{CUDF_VERSION.major:02}.{CUDF_VERSION.minor:02}.{CUDF_VERSION.micro:02}"
+)
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
@@ -308,7 +308,10 @@ def clean_all_xml_files(path):
     "dlpack": ("https://dmlc.github.io/dlpack/latest/", None),
     "nanoarrow": ("https://arrow.apache.org/nanoarrow/latest", None),
     "numpy": ("https://numpy.org/doc/stable", None),
-    "pandas": ("https://pandas.pydata.org/docs/", None),
+    "pandas": (
+        "https://pandas.pydata.org/pandas-docs/stable/",
+        None,
+    ),
     "pyarrow": ("https://arrow.apache.org/docs/", None),
     "python": ("https://docs.python.org/3", None),
     "rmm": ("https://docs.rapids.ai/api/rmm/nightly/", None),
@@ -380,7 +383,7 @@ def _generate_namespaces(namespaces):
     "type_id",
     # Unknown base types
     "int32_t",
-    "void"
+    "void",
 }
 
 
@@ -448,9 +451,14 @@ def _cached_intersphinx_lookup(env, node, contnode):
 
 def on_missing_reference(app, env, node, contnode):
     # These variables are defined outside the function to speed up the build.
-    global _all_namespaces, _names_to_skip_in_cpp, \
-        _names_to_skip_in_pylibcudf, _intersphinx_extra_prefixes, \
-        _domain_objects, _prefixed_domain_objects, _intersphinx_cache
+    global \
+        _all_namespaces, \
+        _names_to_skip_in_cpp, \
+        _names_to_skip_in_pylibcudf, \
+        _intersphinx_extra_prefixes, \
+        _domain_objects, \
+        _prefixed_domain_objects, \
+        _intersphinx_cache
 
     # Precompute and cache domains for faster lookups
     if _domain_objects is None:
diff --git a/python/cudf/cudf/core/dataframe.py b/python/cudf/cudf/core/dataframe.py
index 2a4f93c1716..99e4588d608 100644
--- a/python/cudf/cudf/core/dataframe.py
+++ b/python/cudf/cudf/core/dataframe.py
@@ -4320,7 +4320,7 @@ def query(self, expr, local_dict=None):
         """
         Query with a boolean expression using Numba to compile a GPU kernel.
 
-        See pandas.DataFrame.query.
+        See :meth:`pandas.DataFrame.query`.
 
         Parameters
         ----------