diff --git a/src/transformers/models/bart/modeling_flax_bart.py b/src/transformers/models/bart/modeling_flax_bart.py
index 2ca5a1f05a7..a72d6bf9ec1 100644
--- a/src/transformers/models/bart/modeling_flax_bart.py
+++ b/src/transformers/models/bart/modeling_flax_bart.py
@@ -911,7 +911,7 @@ def __call__(
         )
 
 
-class FlaxBartPretrainedModel(FlaxPreTrainedModel):
+class FlaxBartPreTrainedModel(FlaxPreTrainedModel):
     config_class = BartConfig
     base_model_prefix: str = "model"
     module_class: nn.Module = None
@@ -1232,7 +1232,7 @@ def __call__(
     "The bare Bart Model transformer outputting raw hidden-states without any specific head on top.",
     BART_START_DOCSTRING,
 )
-class FlaxBartModel(FlaxBartPretrainedModel):
+class FlaxBartModel(FlaxBartPreTrainedModel):
     config: BartConfig
     dtype: jnp.dtype = jnp.float32  # the dtype of the computation
     module_class = FlaxBartModule
@@ -1318,7 +1318,7 @@ def __call__(
 @add_start_docstrings(
     "The BART Model with a language modeling head. Can be used for summarization.", BART_START_DOCSTRING
 )
-class FlaxBartForConditionalGeneration(FlaxBartPretrainedModel):
+class FlaxBartForConditionalGeneration(FlaxBartPreTrainedModel):
     module_class = FlaxBartForConditionalGenerationModule
     dtype: jnp.dtype = jnp.float32
 
@@ -1623,7 +1623,7 @@ def __call__(
     """,
     BART_START_DOCSTRING,
 )
-class FlaxBartForSequenceClassification(FlaxBartPretrainedModel):
+class FlaxBartForSequenceClassification(FlaxBartPreTrainedModel):
     module_class = FlaxBartForSequenceClassificationModule
     dtype = jnp.float32
 
@@ -1710,7 +1710,7 @@ def __call__(
     """,
     BART_START_DOCSTRING,
 )
-class FlaxBartForQuestionAnswering(FlaxBartPretrainedModel):
+class FlaxBartForQuestionAnswering(FlaxBartPreTrainedModel):
     module_class = FlaxBartForQuestionAnsweringModule
     dtype = jnp.float32