diff --git a/docs/source/model_doc/ctrl.rst b/docs/source/model_doc/ctrl.rst
index 9fd5b4acdb..36b37b3ee1 100644
--- a/docs/source/model_doc/ctrl.rst
+++ b/docs/source/model_doc/ctrl.rst
@@ -1,6 +1,11 @@
 CTRL
 ----------------------------------------------------
 
+Note: if you fine-tune a CTRL model using the Salesforce code (https://github.com/salesforce/ctrl),
+you'll be able to convert from TF to our HuggingFace/Transformers format using the 
+``convert_tf_to_huggingface_pytorch.py`` script (see `issue #1654 <https://github.com/huggingface/transformers/issues/1654>`_).
+
+
 ``CTRLConfig``
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~