The Verge has up a test to see if you can tell the difference between compressed and lossless audio:
Below are three songs, each presented in three different versions: a lossless version at 1,411 kbps, a “premium” version at 320 kbps, and standard version at 160 kbps. Try and see if you can pick the lossless audio out of the three.
No cheating.