diff --git a/src/transformers/models/encoder_decoder/configuration_encoder_decoder.py b/src/transformers/models/encoder_decoder/configuration_encoder_decoder.py
index f7eda78e5c..15fed4dbd1 100644
--- a/src/transformers/models/encoder_decoder/configuration_encoder_decoder.py
+++ b/src/transformers/models/encoder_decoder/configuration_encoder_decoder.py
@@ -51,7 +51,7 @@ class EncoderDecoderConfig(PretrainedConfig):
 
     >>> config = EncoderDecoderConfig.from_encoder_decoder_configs(config_encoder, config_decoder)
 
-    >>> # Initializing a Bert2Bert model from the bert-base-uncased style configurations
+    >>> # Initializing a Bert2Bert model (with random weights) from the bert-base-uncased style configurations
     >>> model = EncoderDecoderModel(config=config)
 
     >>> # Accessing the model configuration
diff --git a/utils/not_doctested.txt b/utils/not_doctested.txt
index 12c6f21a3d..617385cabb 100644
--- a/utils/not_doctested.txt
+++ b/utils/not_doctested.txt
@@ -530,7 +530,6 @@ src/transformers/models/electra/convert_electra_original_tf_checkpoint_to_pytorc
 src/transformers/models/electra/modeling_flax_electra.py
 src/transformers/models/encodec/configuration_encodec.py
 src/transformers/models/encodec/convert_encodec_checkpoint_to_pytorch.py
-src/transformers/models/encoder_decoder/configuration_encoder_decoder.py
 src/transformers/models/encoder_decoder/modeling_encoder_decoder.py
 src/transformers/models/encoder_decoder/modeling_flax_encoder_decoder.py
 src/transformers/models/encoder_decoder/modeling_tf_encoder_decoder.py