diff --git a/cookbook/integrations/flytekit_plugins/papermilltasks/README.rst b/cookbook/integrations/flytekit_plugins/papermilltasks/README.rst
index de508d57b..a90a89835 100644
--- a/cookbook/integrations/flytekit_plugins/papermilltasks/README.rst
+++ b/cookbook/integrations/flytekit_plugins/papermilltasks/README.rst
@@ -1,5 +1,5 @@
-Executing Jupyter Notebooks as tasks
-=========================================
+Papermill
+=========
 
 It is possible to run a Jupyter notebook as a Flyte task using `papermill <https://github.com/nteract/papermill>`_.
 Papermill executes the notebook as a whole, so before using this plugin, it is essential to construct your notebook as recommended by papermill.
@@ -7,14 +7,13 @@ Papermill executes the notebook as a whole, so before using this plugin, it is e
 Salient points
 ---------------
 
-#. This plugin can be used for any task - type.
-  - It can be straight-up python code, which can be a tensorflow model, a data transformation, etc - but things that run in a
-container and you would typically write in a ``@task``.
-  - It can be a ``dynamic task``
-  - It can be a any other plugin like ``spark``, ``sagemaker`` etc, **ensure that the plugin is installed as well**
-#. Flytekit will execute the notebook and capture the output notebook as an *.ipynb* and an HTML rendered notebook as well
-#. Flytekit will pass the inputs into the notebook as long as you have the first cell annotated as ``parameters`` and inputs are specified
-#. Flytekit will read the outputs from the notebook, as long as you use annotate the notebook with ``outputs`` and outputs are specified
+1. This plugin can be used for any task - type.
+  - It can be straight-up python code, which can be a tensorflow model, a data transformation, etc., but typically run in a container and written in a ``@task``.
+  - It can be a ``dynamic task``.
+  - It can be a any other plugin like ``spark``, ``sagemaker``, etc., **but ensure that the plugin is installed**.
+2. Flytekit will execute the notebook and capture the output notebook as an *.ipynb* and an HTML rendered notebook as well.
+3. Flytekit will pass the inputs into the notebook, as long as the first cell is annotated as ``parameters`` and the inputs are specified.
+4. Flytekit will read the outputs from the notebook, as long as annotate the notebook is used with ``outputs`` and the outputs are specified.
 
 
 Installation