The new arrangement is said to have been inspired by the version of Bob Marley's "No Woman, No Cry" which had appeared some months earlier on Boney M's debut album Take the Heat off Me.
"Take the Heat off Me" and "Lovin' or Leavin'" had previously been recorded by another Farian-produced artist Gilla on her 1975 album Willst du mit mir schlafen gehn?.
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"Baby Do You Wanna Bump" is a song recorded by German record producer Frank Farian under the name Boney M. and included on the 1976 album Take The Heat Off Me.