diff --git a/examples/pandera_plugin/pandera_plugin/basic_schema_example.py b/examples/pandera_plugin/pandera_plugin/basic_schema_example.py
index 80bee74d8..97ce790e6 100644
--- a/examples/pandera_plugin/pandera_plugin/basic_schema_example.py
+++ b/examples/pandera_plugin/pandera_plugin/basic_schema_example.py
@@ -3,7 +3,7 @@
 #
 # # Basic Schema Example
 #
-# In this example we'll show you how to use {ref}`pandera.DataFrameModel <pandera:dataframe_models>`
+# In this example we'll show you how to use {ref}`pandera.DataFrameModel <pandera:dataframe-models>`
 # to annotate dataframe inputs and outputs in your flyte tasks.
 
 # %%
diff --git a/examples/pandera_plugin/pandera_plugin/validating_and_testing_ml_pipelines.py b/examples/pandera_plugin/pandera_plugin/validating_and_testing_ml_pipelines.py
index c998fb291..70d4f656d 100644
--- a/examples/pandera_plugin/pandera_plugin/validating_and_testing_ml_pipelines.py
+++ b/examples/pandera_plugin/pandera_plugin/validating_and_testing_ml_pipelines.py
@@ -5,7 +5,7 @@
 # .. tags:: Integration, DataFrame, MachineLearning, Intermediate
 # ```
 #
-# In this example we'll show you how to use {ref}`pandera.SchemaModel <pandera:dataframe_models>`
+# In this example we'll show you how to use {ref}`pandera.SchemaModel <pandera:dataframe-models>`
 # to annotate dataframe inputs and outputs in an [sklearn](https://scikit-learn.org/stable/)
 # model-training pipeline.
 #