This would at least double the size of the menus (when others are complaining about screen real-estate issues), and hover pop-ups already describe the applications.
I think this is dumbing things down a bit too much. If you don't know what the application does, start it up and look around. Read its About and Help file information.
The comment about having that show up when you mouseover is not bad.