No difference in performance : run a SQL trace and you'll see that it's the same statement executed at database side. It's only useful for a reason of warning message at compile time, depending if you specify the full primary key, or just partial key.
Check the SQL trace and revert back, to definitely kill the myth ;-)
My preferred thread: http://scn.sap.com/thread/1730155