diff --git a/CHANGELOG.md b/CHANGELOG.md
index 095e997..264fce9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,6 +3,10 @@
 *Note that versions roughly correspond to the version of mkdocstrings-python that they 
 are compatible with.*
 
+## 2.0.1
+
+* Fix extended template configuration (#56)
+
 ## 2.0.0
 
 * Depends on mkdocstrings-python >=2.0 and mkdocstrings >=1.0
diff --git a/docs/index.md b/docs/index.md
index 9b582d1..689719c 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -5,6 +5,14 @@ fully qualified or is empty, in which case it is taken from the title.
 If you work with long package and class names or with namespace packages, this can result in a lot
 of extra typing and harder to read doc-strings.
 
+
+!!! note "Difference with mkdocstrings-python"
+
+    [mkdoctrings-python release 1.19](https://github.com/mkdocstrings/python/releases/tag/1.19.0)
+    introduced support for relative (and also scoped) cross-references, but does not
+    support the full range of relative syntax supported by this handler. Specifically,
+    the standard handler only supports the leading `.` syntax described here.
+
 If you enable the `relative_crossrefs` option in the `python_xref` handler options
 in your mkdocs.yml file ([see configuration](config.md) for an example), then the handler 
 will support more compact relative syntax:
diff --git a/mkdocs.yml b/mkdocs.yml
index e48a5a4..267703e 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -54,6 +54,7 @@ markdown_extensions:
 - admonition
 - pymdownx.snippets:
     check_paths: true
+- pymdownx.details
 - pymdownx.superfences
 - pymdownx.tabbed:
     alternate_style: true
diff --git a/pixi.lock b/pixi.lock
index acefc21..e832fd2 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1776,7 +1776,7 @@ packages:
   timestamp: 1764784251344
 - pypi: ./
   name: mkdocstrings-python-xref
-  version: 2.0.0
+  version: 2.0.1
   sha256: 484186e584e5e1b652524a054fcd232c06789f38ffb62859fece09124c7c732a
   requires_dist:
   - griffe>=1.0
diff --git a/src/mkdocstrings_handlers/python_xref/VERSION b/src/mkdocstrings_handlers/python_xref/VERSION
index 227cea2..38f77a6 100644
--- a/src/mkdocstrings_handlers/python_xref/VERSION
+++ b/src/mkdocstrings_handlers/python_xref/VERSION
@@ -1 +1 @@
-2.0.0
+2.0.1
diff --git a/src/mkdocstrings_handlers/python_xref/handler.py b/src/mkdocstrings_handlers/python_xref/handler.py
index 39a7fb0..3ed10cf 100644
--- a/src/mkdocstrings_handlers/python_xref/handler.py
+++ b/src/mkdocstrings_handlers/python_xref/handler.py
@@ -95,10 +95,17 @@ def render(self, data: CollectorItem, options: PythonOptions, locale: str | None
 
     def get_templates_dir(self, handler: Optional[str] = None) -> Path:
         """See [render][.barf]"""
+        # use same templates as standard python handler
         if handler == self.name:
             handler = 'python'
         return super().get_templates_dir(handler)
 
+    def get_extended_templates_dirs(self, handler: str) -> list[Path]:
+        # use same templates as standard python handler
+        if handler == self.name:
+            handler = 'python'
+        return super().get_extended_templates_dirs(handler)
+
     def _check_ref(self, ref : str, exclude: list[str | re.Pattern] = []) -> bool:
         """Check for existence of reference"""
         for ex in exclude: