Who? by Tommy Dorsey and His Orchestra , vocal refrain by Jack Leonard and chorus featuring Tommy Dorsey , Les Jenkins , Earle Hagen , Bud Freeman , Fred Stulce , Skeets Herfurt , Johnny Mince , Gene Irwin , Andy Ferretti , Lee Castle , Carmen Mastren , Howard Smith , Gene Traxler & Dave Tough