 Kurt Morris of Allmusic gave "Cover Ups" two stars out of five, commenting that "Some of the tunes seemed marred by the band trying to be funny and instead being annoying (the snotty "na-na-na" chorus on 'I Melt with You,' the high-pitched girly shrieking on 'Leader of the Pack,' etc.