diff --git a/utils/get_test_info.py b/utils/get_test_info.py
index 83dd4e297053..59201ef17949 100644
--- a/utils/get_test_info.py
+++ b/utils/get_test_info.py
@@ -15,6 +15,7 @@
 import importlib
 import os
 import sys
+import unittest
 
 
 # This is required to make the module import works (when the python process is running from the root of the repo)
@@ -87,11 +88,19 @@ def get_test_classes(test_file):
     test_module = get_test_module(test_file)
     for attr in dir(test_module):
         attr_value = getattr(test_module, attr)
-        # ModelTesterMixin is also an attribute in specific model test module. Let's exclude them by checking
-        # `all_model_classes` is not empty (which also excludes other special classes).
-        model_classes = getattr(attr_value, "all_model_classes", [])
-        if len(model_classes) > 0:
-            test_classes.append(attr_value)
+
+        # Look for the test classes (subclass of `unittest.TestCase`) with `all_model_classes` attribute.
+        # This also excludes `ModelTesterMixin` and `CausalLMModelTest`.
+        if isinstance(attr_value, type) and issubclass(attr_value, unittest.TestCase):
+            model_classes = getattr(attr_value, "all_model_classes", [])
+            # `CausalLMModelTest` (subclass of `ModelTesterMixin`) has `all_model_classes` as a class attribute with
+            # the value being `None`. For a real test class of `CausalLMModelTest`, the value is only set during `setUp`.
+            if model_classes is None:
+                test_instance = attr_value()
+                test_instance.setUp()
+                model_classes = getattr(test_instance, "all_model_classes", [])
+            if len(model_classes) > 0:
+                test_classes.append(attr_value)
 
     # sort with class names
     return sorted(test_classes, key=lambda x: x.__name__)
@@ -102,7 +111,12 @@ def get_model_classes(test_file):
     test_classes = get_test_classes(test_file)
     model_classes = set()
     for test_class in test_classes:
-        model_classes.update(test_class.all_model_classes)
+        all_model_classes = test_class.all_model_classes
+        if all_model_classes is None:
+            test_instance = test_class()
+            test_instance.setUp()
+            all_model_classes = test_instance.all_model_classes
+        model_classes.update(all_model_classes)
 
     # sort with class names
     return sorted(model_classes, key=lambda x: x.__name__)
@@ -128,8 +142,15 @@ def get_test_classes_for_model(test_file, model_class):
     test_classes = get_test_classes(test_file)
 
     target_test_classes = []
+
     for test_class in test_classes:
-        if model_class in test_class.all_model_classes:
+        all_model_classes = test_class.all_model_classes
+        if all_model_classes is None:
+            test_instance = test_class()
+            test_instance.setUp()
+            all_model_classes = test_instance.all_model_classes
+
+        if model_class in all_model_classes:
             target_test_classes.append(test_class)
 
     # sort with class names