diff --git a/source/clear-linux/tutorials/dlrs.rst b/source/clear-linux/tutorials/dlrs.rst
index 1037e7be..f856f97e 100644
--- a/source/clear-linux/tutorials/dlrs.rst
+++ b/source/clear-linux/tutorials/dlrs.rst
@@ -20,6 +20,8 @@ Release notes
 
 View current `release notes`_ for the Deep Learning Reference Stack.
 
+View current `benchmark results`_ for the Deep Learning Reference Stack.
+
 .. note::
 
    Performance test numbers in the Deep Learning Reference Stack were obtained using `runc` as the runtime.
@@ -188,24 +190,24 @@ Run a TFJob
 
       .. code-block:: bash
 
-         ks registry add dlaas-tfjob github.com/clearlinux/dockerfiles/tree/master/stacks/dlaas/kubeflow/dlaas-tfjob
+         ks registry add dlrs-tfjob github.com/clearlinux/dockerfiles/tree/master/stacks/dlrs/kubeflow/dlrs-tfjob
 
-         ks pkg install dlaas-tfjob/dlaas-bench
+         ks pkg install dlrs-tfjob/dlrs-bench
 
 #. Next, generate Kubernetes manifests for the workloads and apply them to
    create and run them using these commands
 
    .. code-block:: bash
 
-      ks generate dlaas-resnet50 dlaasresnet50 --name=dlaasresnet50
-      ks generate dlaas-alexnet dlaasalexnet --name=dlaasalexnet
-      ks apply default -c dlaasresnet50
-      ks apply default -c dlaasalexnet
+      ks generate dlrs-resnet50 dlaasresnet50 --name=dlrsresnet50
+      ks generate dlrs-alexnet dlaasalexnet --name=dlrsalexnet
+      ks apply default -c dlrsresnet50
+      ks apply default -c dlrsalexnet
 
 This will replicate and deploy three test setups in your Kubernetes cluster.
 
-Results
-=======
+Results of Running this Tutorial
+================================
 You need to parse the logs of the Kubernetes pod to get the performance
 numbers. The pods will still be around post completion and will be in
 ‘Completed’ state. You can get the logs from any of the pods to inspect the
@@ -223,8 +225,11 @@ benchmark results. More information about `Kubernetes logging`_ is available fro
 .. _Eigen: https://hub.docker.com/r/clearlinux/stacks-dlaas-oss/
 .. _Intel MKL-DNN: https://hub.docker.com/r/clearlinux/stacks-dlaas-mkl/
 
-.. _release notes: https://github.com/clearlinux/dockerfiles/tree/master/stacks/dlaas
+.. _release notes: https://github.com/clearlinux/dockerfiles/tree/master/stacks/dlrs
+
+.. _ksonnet registries for deploying TFJobs: https://github.com/clearlinux/dockerfiles/tree/master/stacks/dlrs/kubeflow/dlrs-tfjob
 
-.. _ksonnet registries for deploying TFJobs: https://github.com/clearlinux/dockerfiles/tree/master/stacks/dlaas/kubeflow/dlaas-tfjob
 
 .. _Kubernetes logging: https://kubernetes.io/docs/concepts/cluster-administration/logging/
+
+.. _benchmark results: https://clearlinux.org/stacks/deep-learning-reference-stack