The song was covered in 1991 by Jellyfish as a segue into the live version of their song "That Is Why" and appeared on the special edition of their Bellybutton album and the Jellyfish Comes Alive EP.
Released in 2008, it is the first installment of a four cd series of mixtapes which contain brand new and remixed songs from artists from the Psychopathic Records and Hatchet House roster.
A concert version of the show was performed on BBC Radio in 1994 (with a cast that included: Denis Quilley, Kim Criswell, Joss Ackland, Henry Goodman, and Louise Gold), and Opera North staged the show, along with a revival of Of Thee I Sing, during its 2008-9 season.
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Several musical themes from Of Thee I Sing are reused in Let 'Em Eat Cake, including the Supreme Court Judges' song and the campaign song "Wintergreen for President", which includes parts of folk and patriotic songs such as Sousa's "Stars and Stripes Forever", and "Hail, Hail, the Gang's All Here."
In 2008, DJ Clay released a remix of "Diemuthafuckadie!" on Let 'Em Bleed: The Mixxtape, Vol. 1, with a newly recorded verse by R.O.C. "Hound Dogs", which appeared on the Island reissue, was included on Insane Clown Posse's compilation Featuring Freshness in 2011.