 "My World Is Empty Without You" was one of the few songs written by the team for The Supremes to not reach number one, peaking at number five on the US pop chart for two weeks in February 1966 and at number 10 on the R&B chart; the single failed to chart on the UK Singles Chart.The group performed the song on the CBS hit variety program "The Ed Sullivan Show" on Sunday, February 20, 1966.The song has been covered and reused by a number of different artists, including