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When asking a new question and creating a tag that doesn't exist I get just an empty hover-up box.
I haven't tried to actually post a question with a bogus tag, so I'm not sure if this behaviour occurs only on the "Ask Question" page.
What else would you expect to happen for tags that do not yet exist?