diff --git a/src/transformers/models/maskformer/configuration_maskformer.py b/src/transformers/models/maskformer/configuration_maskformer.py
index ab68de3f04..8c0187d81b 100644
--- a/src/transformers/models/maskformer/configuration_maskformer.py
+++ b/src/transformers/models/maskformer/configuration_maskformer.py
@@ -87,7 +87,7 @@ class MaskFormerConfig(PretrainedConfig):
     >>> # Initializing a MaskFormer facebook/maskformer-swin-base-ade configuration
     >>> configuration = MaskFormerConfig()
 
-    >>> # Initializing a model from the facebook/maskformer-swin-base-ade style configuration
+    >>> # Initializing a model (with random weights) from the facebook/maskformer-swin-base-ade style configuration
     >>> model = MaskFormerModel(configuration)
 
     >>> # Accessing the model configuration
diff --git a/utils/documentation_tests.txt b/utils/documentation_tests.txt
index 21d62e80c5..af7065cf1e 100644
--- a/utils/documentation_tests.txt
+++ b/utils/documentation_tests.txt
@@ -88,6 +88,7 @@ src/transformers/models/longformer/modeling_tf_longformer.py
 src/transformers/models/longt5/modeling_longt5.py
 src/transformers/models/marian/modeling_marian.py
 src/transformers/models/markuplm/modeling_markuplm.py
+src/transformers/models/maskformer/configuration_maskformer.py
 src/transformers/models/mbart/modeling_mbart.py
 src/transformers/models/megatron_bert/configuration_megatron_bert.py
 src/transformers/models/mobilebert/configuration_mobilebert.py