Eminem's verse features the bizarre violence and aggression typical of his "Slim Shady" alter ego.

Stephen Thomas Erlewine of AllMusic called "Forgot About Dre" a standout track, praising Eminem's unpredictability.

[6] NME wrote that the song "jogs [listeners'] memories" as to Dre's accomplishments" and keeps "his legend simmering.

"[7] According to Chris Massey of PopMatters, "it's the frantic rap of Eminem that truly stands out, perhaps only because he's the freshest voice on board.

"[8] Greg Tate of SPIN noted that Dr. Dre uses this song to "make sure all recognize his majesty", with Eminem "standing by him like a cartoon pitbull.