diff --git a/src/sagemaker_pytorch_serving_container/handler_service.py b/src/sagemaker_pytorch_serving_container/handler_service.py
index 07e81c7b..1d9e16c6 100644
--- a/src/sagemaker_pytorch_serving_container/handler_service.py
+++ b/src/sagemaker_pytorch_serving_container/handler_service.py
@@ -26,13 +26,13 @@ class HandlerService(DefaultHandlerService):
 
     """Handler service that is executed by the model server.
 
-    Determines specific default inference handlers to use based on the type MXNet model being used.
+    Determines specific default inference handlers to use based on the type of PyTorch model being used.
 
     This class extends ``DefaultHandlerService``, which define the following:
         - The ``handle`` method is invoked for all incoming inference requests to the model server.
         - The ``initialize`` method is invoked at model server start up.
 
-    Based on: https://github.com/awslabs/mxnet-model-server/blob/master/docs/custom_service.md
+    Based on: https://github.com/awslabs/multi-model-server/blob/master/docs/custom_service.md
 
     """
     def __init__(self):