diff --git a/sphinx_automodapi/autodoc_enhancements.py b/sphinx_automodapi/autodoc_enhancements.py
index 8350638..74fb143 100644
--- a/sphinx_automodapi/autodoc_enhancements.py
+++ b/sphinx_automodapi/autodoc_enhancements.py
@@ -3,7 +3,7 @@
 """
 import dataclasses
 
-from sphinx.ext.autodoc import AttributeDocumenter
+from .utils import SPHINX_LT_8_3
 
 __all__ = []
 
@@ -80,6 +80,20 @@ def setup(app):
     if 'app.add_directive' not in app.config.suppress_warnings:
         app.config.suppress_warnings.append('app.add_directive')
     try:
+        if SPHINX_LT_8_3:
+            from sphinx.ext.autodoc import AttributeDocumenter
+
+        else:
+            from sphinx.ext.autodoc._directive_options import annotation_option, bool_option
+            from sphinx.ext.autodoc._documenters import Documenter
+
+            class AttributeDocumenter(Documenter):
+                """Specialized Documenter subclass for attributes."""
+                objtype = 'attribute'
+                option_spec = dict(Documenter.option_spec)
+                option_spec['annotation'] = annotation_option
+                option_spec['no-value'] = bool_option
+
         app.add_autodocumenter(AttributeDocumenter)
     finally:
         app.config.suppress_warnings = suppress_warnings_orig