Sadly they are visible to the whole world even though saved as unlisted. This is something
You Tube needs to resolve or to amend their description attached to this option. The only difference between unlisted and public is that the relevant video is not searchable and doesn't appear in search results hence unlisted. However this is hardly a helpful feature as if no one knows about the video then they wouldn't be searching for it in the first place. All very frustrating.