diff --git a/source/guides/stacks/dlrs.rst b/source/guides/stacks/dlrs.rst
index 80bbeb37..15d96e0f 100644
--- a/source/guides/stacks/dlrs.rst
+++ b/source/guides/stacks/dlrs.rst
@@ -1052,7 +1052,6 @@ The updates to the AIXPRT community edition have been captured in the diff file
 Related topics
 **************
 
-* `DLRS V3.0`_ release announcement
 * `TensorFlow Benchmarks`_
 * `PyTorch benchmarks`_
 * `Kubeflow`_
@@ -1094,7 +1093,7 @@ OpenVINO is a trademark of Intel Corporation or its subsidiaries
 
 .. _DLRS V5.0: https://clearlinux.org/blogs-news/deep-learning-reference-stack-v50-now-available
 
-.. _DLRS V6.0: https://clearlinux.org/blogs-news/deep-learning-reference-stack-v6.0-now-available
+.. _DLRS V6.0: https://clearlinux.org/blogs-news/deep-learning-reference-stack-v6-now-available
 
 .. _dlrs-tfjob: github.com/intel/stacks