How to turn off next song alert

Generally I think iTunes 11 is nice new version. However when it is playing in the background, between songs the mini player comes to the front and a little alert window pops up informing me of the next song. How annoying is this? Very. There must be a way to disable this. But I can't find anything.

Thank you.