Steps to reproduce:
1.Open a page with VE
2.Open the link inspector
3.Switch to "External link" section
4.Now type in an invalid external link such as "invalid link"
5.Click on Insert
6.Save the page
Observe that, on CE it is appearing as [invalid link]