Add suggestions from code review.

Co-authored-by: Piotr Spieker <[email protected]>

.github/workflows/bump-version-and-create-release-and-push-docker-images.yaml

@@ -88,7 +88,7 @@ jobs:
           body: |
             ${{ github.event.pull_request.body }}  
 
-            This release is based on #${{ github.event.pull_request.number }} and has been published by release job [${{ github.run_id }}](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}).
+            This release is based on pull request #${{ github.event.pull_request.number }} and has been published by release job [${{ github.run_id }}](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}).
 
   build-and-run-release-tests:
     needs: [compute-version, create-release]