Yes. MF DOOM has 308 songs listed in a dataset used to train AI music models.

Used for training 308

songs in LAION-DISCO-12M under the artist name

A list of 12 million songs on YouTube Music, gathered by walking artist pages, that LAION published in 2024 for training general music models.

Including Vinca Rosea, Gorilla Monsoon, YESSIR! (feat. Raekwon)

Listed under the artist name 308 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

Vinca Rosea

Listed as MF DOOM – Vinca Rosea (Special Herbs Vol. 9 & 0) · Watch on YouTube

youtube_video -D9ZktzLJWY · row -D9ZktzLJWY

LAION-DISCO-12M

Gorilla Monsoon

Listed as Westside Gunn, MF DOOM – Gorilla Monsoon (WestSide Doom) · Watch on YouTube

youtube_video 0lFf9YFQLkU · row 0lFf9YFQLkU

LAION-DISCO-12M

YESSIR! (feat. Raekwon)

Listed as MF DOOM – YESSIR! (feat. Raekwon) (BORN LIKE THIS) · Watch on YouTube

youtube_video 1zo6TI3kA3w · row 1zo6TI3kA3w

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High John

Listed as MF DOOM – High John (Special Herbs Vol. 7 & 8) · Watch on YouTube

youtube_video 5UoVAJdov0s · row 5UoVAJdov0s

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Back in the Days (Skit)

Listed as MF DOOM – Back in the Days (Skit) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video 5ypGTSqTb_A · row 5ypGTSqTb_A

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Mr. Clean

Listed as Viktor Vaughn – Mr. Clean (Vaudeville Villain) · Watch on YouTube

youtube_video 6IEX0tTayIY · row 6IEX0tTayIY

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Mando Calrissian

Listed as Czarface, MF DOOM – Mando Calrissian (Super What?) · Watch on YouTube

youtube_video 7-WcLXGnmSY · row 7-WcLXGnmSY

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Rhymes Like Dimes (Instrumental)

Listed as MF DOOM – Rhymes Like Dimes (Instrumental) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video 9W97MOGr_4c · row 9W97MOGr_4c

LAION-DISCO-12M

SUPERVILLAIN (INTRO)

Listed as MF DOOM – SUPERVILLAIN (INTRO) (BORN LIKE THIS) · Watch on YouTube

youtube_video Ac99z1z0-zQ · row Ac99z1z0-zQ

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Forever People

Listed as Czarface, MF DOOM – Forever People (Czarface Meets Metal Face) · Watch on YouTube

youtube_video C9l7t601NG8 · row C9l7t601NG8

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MICROWAVE MAYO

Listed as MF DOOM – MICROWAVE MAYO (BORN LIKE THIS) · Watch on YouTube

youtube_video Eg6mrIbAkG0 · row Eg6mrIbAkG0

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A Modern Day Mugging

Listed as Viktor Vaughn – A Modern Day Mugging (Vaudeville Villain) · Watch on YouTube

youtube_video I9SrC5_CkHs · row I9SrC5_CkHs

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Sweet Premium Wine

Listed as KMD, MF DOOM – Sweet Premium Wine (Black Bastards (Deluxe Edition)) · Watch on YouTube

youtube_video J-x01wNJ_dM · row J-x01wNJ_dM

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Czarwyn's Theory of People Getting Loose (feat. Kendra Morris)

Listed as Czarface, MF DOOM – Czarwyn's Theory of People Getting Loose (feat. Kendra Morris) (Super What?) · Watch on YouTube

youtube_video JMvjBLxOAHk · row JMvjBLxOAHk

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I Hear Voices Pt. 2 (12" Version) (feat. MF Grimm)

Listed as MF DOOM – I Hear Voices Pt. 2 (12" Version) (feat. MF Grimm) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video Jk8AgWkQyn0 · row Jk8AgWkQyn0

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This is Canon Now

Listed as Czarface, MF DOOM – This is Canon Now (Super What?) · Watch on YouTube

youtube_video K6aUsEA_eZQ · row K6aUsEA_eZQ

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Sofa King (Danger Mouse Remix)

Listed as DANGERDOOM, MF DOOM, Danger Mouse – Sofa King (Danger Mouse Remix) (THE MOUSE & THE MASK) · Watch on YouTube

youtube_video MNtLFdYU6QQ · row MNtLFdYU6QQ

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No Snakes Alive

Listed as MF DOOM – No Snakes Alive (Doomsday EP) · Watch on YouTube

youtube_video P55QLTVcAuE · row P55QLTVcAuE

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Benzoin Gum

Listed as MF DOOM – Benzoin Gum (Metal Fingers Presents: Special Herbs Vol. 3 & 4) · Watch on YouTube

youtube_video PlIfFSvXJqQ · row PlIfFSvXJqQ

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Go With the Flow (12" Version) (feat. Sci.Fly)

Listed as MF DOOM – Go With the Flow (12" Version) (feat. Sci.Fly) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video R2SBK1ZOSnc · row R2SBK1ZOSnc

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The Mic (feat. Pebbles The Invisible Girl)

Listed as MF DOOM – The Mic (feat. Pebbles The Invisible Girl) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video UNgV_RuDv3c · row UNgV_RuDv3c

LAION-DISCO-12M

The Hands of Doom (Skit)

Listed as MF DOOM – The Hands of Doom (Skit) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video Wh_QsGNPo88 · row Wh_QsGNPo88

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Bada Bing

Listed as DANGERDOOM, MF DOOM, Danger Mouse – Bada Bing (THE MOUSE & THE MASK) · Watch on YouTube

youtube_video XCdt1SnHEao · row XCdt1SnHEao

LAION-DISCO-12M

Take 'Em to War (feat. B-1 & Kool G Rap)

Listed as MF DOOM, MF Grimm – Take 'Em to War (feat. B-1 & Kool G Rap) (Best of Mf) · Watch on YouTube

youtube_video YvjHZLMbm1g · row YvjHZLMbm1g

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Valerian Root

Listed as MF DOOM – Valerian Root (Special Herbs Vol. 5 & 6) · Watch on YouTube

youtube_video Z5SHX4_w7Pc · row Z5SHX4_w7Pc

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Biochemical Equation

Listed as Wu-Tang Clan, RZA, MF Doom – Biochemical Equation (Biochemical Equation) · Watch on YouTube

youtube_video bxctilEkTD8 · row bxctilEkTD8

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Coffin Nails

Listed as MF DOOM – Coffin Nails (Metal Fingers Presents: Special Herbs, The Box Set Vol. 0 - 9) · Watch on YouTube

youtube_video c7SzmyozGCk · row c7SzmyozGCk

LAION-DISCO-12M

Pennyroyal

Listed as MF DOOM – Pennyroyal (Special Herbs Vol. 5 & 6) · Watch on YouTube

youtube_video d5BpY5cx62c · row d5BpY5cx62c

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G.M.C.

Listed as Viktor Vaughn – G.M.C. (Vaudeville Villain) · Watch on YouTube

youtube_video eYedoVKFInY · row eYedoVKFInY

LAION-DISCO-12M

Charnsuka

Listed as MF DOOM – Charnsuka (Metal Fingers Presents: Special Herbs, Vol. 1 & 2) · Watch on YouTube

youtube_video ef5lRkqTUew · row ef5lRkqTUew

LAION-DISCO-12M

Lactose and Lecithin

Listed as Viktor Vaughn – Lactose and Lecithin (Vaudeville Villain) · Watch on YouTube

youtube_video fHX7zrngNpg · row fHX7zrngNpg

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BALLSKIN

Listed as MF DOOM – BALLSKIN (BORN LIKE THIS) · Watch on YouTube

youtube_video fbvWtThOxb8 · row fbvWtThOxb8

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Overture

Listed as Viktor Vaughn – Overture (Vaudeville Villain) · Watch on YouTube

youtube_video jdZot5pCF48 · row jdZot5pCF48

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White Willow Bark

Listed as MF DOOM – White Willow Bark (Special Herbs Vol. 5 & 6) · Watch on YouTube

youtube_video jgZLo6nsQkU · row jgZLo6nsQkU

LAION-DISCO-12M

Vats of Urine

Listed as DANGERDOOM, MF DOOM, Danger Mouse – Vats of Urine (THE MOUSE & THE MASK) · Watch on YouTube

youtube_video jh_xz8s06y0 · row jh_xz8s06y0

LAION-DISCO-12M

Meddle with Metal

Listed as Czarface, MF DOOM – Meddle with Metal (Czarface Meets Metal Face) · Watch on YouTube

youtube_video m9sKzWa8wsM · row m9sKzWa8wsM

LAION-DISCO-12M

Dead Bent (12" Version)

Listed as MF DOOM – Dead Bent (12" Version) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video p-1Bram13EU · row p-1Bram13EU

LAION-DISCO-12M

Gas Drawls (12" Version)

Listed as MF DOOM – Gas Drawls (12" Version) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video pWDczuc6WsI · row pWDczuc6WsI

LAION-DISCO-12M

Profitless Thoughts KutMasta Kurt REMIX

Listed as mf doom, Substance Abuse, Kutmasta Kurt – Profitless Thoughts KutMasta Kurt REMIX (Super-Villain Team-Up) · Watch on YouTube

youtube_video rOnRWLnSChg · row rOnRWLnSChg

LAION-DISCO-12M

BDE

Listed as Your Old Droog, Mach-Hommy, MF DOOM – BDE (Jewelry) · Watch on YouTube

youtube_video tCGX5DOase8 · row tCGX5DOase8

LAION-DISCO-12M

Eucalyptus

Listed as MF DOOM – Eucalyptus (Metal Fingers Presents: Special Herbs, Vol. 1 & 2) · Watch on YouTube

youtube_video tcERO0i7W_Q · row tcERO0i7W_Q

LAION-DISCO-12M

Death Wish

Listed as MF DOOM, Freddie Gibbs, DJ Muggs – Death Wish (MUGGS X DOOM) · Watch on YouTube

youtube_video uzoU0YwRePs · row uzoU0YwRePs

LAION-DISCO-12M

Caskets (Edit)

Listed as MF DOOM, Bishop Nehru – Caskets (Edit) (NEHRUVIANDOOM (REDUX)) · Watch on YouTube

youtube_video w5N_Y4v5zlE · row w5N_Y4v5zlE

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? (Instrumental)

Listed as MF DOOM – ? (Instrumental) (Operation: Doomsday (Complete)) · Watch on YouTube

youtube_video w9vAH9w9VTY · row w9vAH9w9VTY

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The King and Eye (feat. Darryl "DMC" McDaniels)

Listed as Czarface, MF DOOM – The King and Eye (feat. Darryl "DMC" McDaniels) (Super What?) · Watch on YouTube

youtube_video wK6LNqH9NjM · row wK6LNqH9NjM

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Bergamot Wild

Listed as MF DOOM – Bergamot Wild (Metal Fingers Presents: Special Herbs Vol. 3 & 4) · Watch on YouTube

youtube_video xahhF0ATKqI · row xahhF0ATKqI

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RAP AMBUSH

Listed as MF DOOM – RAP AMBUSH (BORN LIKE THIS) · Watch on YouTube

youtube_video xt_pgXgK_Ac · row xt_pgXgK_Ac

LAION-DISCO-12M

Raedawn

Listed as Viktor Vaughn – Raedawn (Vaudeville Villain) · Watch on YouTube

youtube_video y6GXOD1I6iY · row y6GXOD1I6iY

LAION-DISCO-12M

Safed Musli

Listed as MF DOOM – Safed Musli (Special Herbs Vol. 7 & 8) · Watch on YouTube

youtube_video yZKnNz636qE · row yZKnNz636qE

LAION-DISCO-12M

What A Nigga Know

Listed as KMD, MF DOOM – What A Nigga Know (Black Bastards (Deluxe Edition)) · Watch on YouTube

youtube_video zRrXj1XUyJI · row zRrXj1XUyJI

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What this means

Last reviewed 2026-09-24.

Presence in a public research dataset shows that a clip of your recording was listed by academic or industry researchers as material for building or testing audio models. It does not by itself show which commercial products, if any, used the clip. The legal picture is moving. On 31 July 2026 the Regional Court of Munich I ruled in GEMA's case against Suno (case 42 O 763/25) that reproducing works for training, holding them in a model in retrievable form, and generating similar outputs can each infringe copyright under German and EU law; the judgment is not final and can be appealed. In the United States, Warner Music Group settled its claims against Suno on 25 November 2025 with a licensing deal, while the parallel claims by Universal and Sony were still pending at that point. Since then BMG (12 August 2026) and Believe/TuneCore (8 September 2026) have signed opt-in licensing deals with Suno.

What you can do

3 routes. None is a guarantee.

UK, PRS members. Send PRS for Music your report and ask what collective or licensing route covers your works.
- PRS for Music and Artificial Intelligence, Version 1 (October 2025), 2025-10-01
- PRS for Music: AI and music copyright, 2026-09-24
Germany, GEMA members. GEMA won a first-instance ruling against Suno on 31 July 2026 and has a licensing model. Ask how they apply to your repertoire.
- GEMA: Suno AI and OpenAI, GEMA sues for fair compensation, 2025-01-21
- DLA Piper: GEMA v Suno, Munich Regional Court judgment of 31 July 2026, 2026-08-28
- Music Business Worldwide: Germany's GEMA launches AI Charter, 2024-11-05
Signed to Warner, BMG or Believe/TuneCore. Each has an opt-in licensing deal with Suno. Ask your label what opting in or out means for you and whether any settlement money reaches artists.
- Music Business Worldwide: Warner Music Group settles with Suno, 2025-11-25
- Music Ally: Suno signs another music licensing deal, with BMG, 2026-08-12
- Music Business Worldwide: Suno inks global deal with Believe, 2026-09-08

Is this you?

Check another name

These pages report where identifiers from public research datasets point. Presence in a dataset is a fact about the dataset, not a claim about the channel or artist, and says nothing about what any company did with the material. If you are this artist and want this page removed, see removals.