I don't think it's quite the same game, Holly. This one calls for any group of recognizable words from the song, not necessarily the title. But since we're not required to identify the song, I don't think this one will work.
For instance, I am sure "blue eyes crying in the rain" is really from a song, but I don't recognize it. So, where do I go from there?