"You Don't Know" is the lead single from the Shady Records compilation album Eminem Presents: The Re-Up. The song is performed by Eminem featuring former Shady Records artists 50 Cent, and Lloyd Banks, and features the new vocals from Cashis.

Allmusic called this song "the excellent all-star single "You Don't Know" plus highlight by same critic. B. Love was positive: "When Em snatches the mic and takes the lead on songs like the title track, "You Don't Know" (which everyone just rips), he makes a strong case for his claim to be the tightest emcee in the game" and he added: "Em isn't the only one sounding hungry again; Fif is sounding better than he has since his debut. (...) Its batting lead off on the aforementioned posse cut "You Don't Know." RapReviews noted that 2 new rappers Bobby Creekwater and Cashis can be heard in following lyrics: ""Pistol play ricochet, see where the victim lay Slumped over bleeding J.F.K. A.K. 'til your chest plate cave I'll ride to the death, do you rep that way? Forever I'ma be a Shady 7-4 gangsta Plus I'll survive everything you got in that chamber I thrive off of danger, jumpin in all beef You keep talking shit now the squad called me" The Guardian thought that Eminem lost creativity but the song was praised: "Eminem's production is barely more inspiring than his talent-spotting. He's been working from the same murky sonic palette since The Marshall Mathers LP: portentous gothic dirges thick with grumbling strings and minor-chord synthesizers. That formula is fiercely potent on You Don't Know, leavened by 50 Cent's sing-song chorus..." Stylus Magazine was negative: "Or as he (EM) puts it: “Hands on my head / Touch knees to elbows / I’m hunched over, emotionless / Flow’s over / These cold shoulders are both frozen / You don’t know me.” Save it for Oprah."

The video appeared on MTV's Sucker Free, and BET's 106 & Park as a "New Joint", on November 7, 2006. The video reached number 1 on MTV's Total Request Live. Tony Yayo, The Alchemist, Young Buck, D12, Bobby Creekwater, Obie Trice, Mobb Deep, Trick Trick, Dr. Dre & Stat Quo all have cameo appearances. Obie Trice appeared as a helicopter coordinator carrying Lloyd Banks. The video is prison themed with each of the four featured artists portraying highly dangerous criminals. All four are wearing prison outfits and are significantly covered in chains and cuffs, and all four are transported in separate vehicles to a heavily guarded arena. 50 Cent is transported in maximum security prison plane, Cashis in a train, Lloyd Banks in a helicopter and Eminem is transported in a heavy security transfer truck. The video seems to reference movies such as The Silence of the Lambs with Eminem being restrained in a similar trolley and muzzle to that of Hannibal Lecter's. Eminem also imitates Hannibal Lecter's trademark lip-licking motion to Jodie Foster when, in the beginning of the video, Eminem is visited at his cell by an FBI Agent who looks similar to Foster's character in The Silence of the Lambs. Also, the video also seems to show references to the movie Con Air when the prisoners get transported by airplane. This video is also notable for featuring Obie Trice wearing a prototype of Beats by Dr. Dre headphones two years before they were released.

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