Yes. Apathy has 195 songs listed in a dataset used to train AI music models.

Used for training 195

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 Worst Nightmare, Stompkillcrushmode (feat. Celph Titled), The Summer of Sam

Listed under the artist name 195 songs in LAION-DISCO-12M

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

Worst Nightmare

Listed as Apathy, Ryu, Blacastan, Esoteric – Worst Nightmare (Killmatic) · Watch on YouTube

youtube_video -PcU9GLGKho · row -PcU9GLGKho

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Stompkillcrushmode (feat. Celph Titled)

Listed as Apathy, O.C. – Stompkillcrushmode (feat. Celph Titled) (Perestroika) · Watch on YouTube

youtube_video 03psWP54IK0 · row 03psWP54IK0

LAION-DISCO-12M

The Summer of Sam

Listed as Apathy, Blacastan, Esoteric, Motive – The Summer of Sam (Killmatic) · Watch on YouTube

youtube_video 0T5NxCKzTJw · row 0T5NxCKzTJw

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The Broadcast

Listed as Apathy, O.C. – The Broadcast (Perestroika) · Watch on YouTube

youtube_video 1KGhaPKvE7s · row 1KGhaPKvE7s

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Dumb High

Listed as Apathy, Motive, Esoteric, Open Mic – Dumb High (Killmatic) · Watch on YouTube

youtube_video 5dS-rrMJ9VY · row 5dS-rrMJ9VY

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Drive It Like I Stole It

Listed as Apathy – Drive It Like I Stole It (Hell's Lost & Found: It's the Bootleg, Muthafuckas! Vol. 2) · Watch on YouTube

youtube_video 64N7GBv4ElA · row 64N7GBv4ElA

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Dead in the Middle

Listed as Ryu, Celph Titled, Apathy – Dead in the Middle (Killmatic) · Watch on YouTube

youtube_video 8FEDKEKKXkE · row 8FEDKEKKXkE

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Tomorrow Is Gone (feat. Slaine & Kappa Gamma)

Listed as Apathy, O.C. – Tomorrow Is Gone (feat. Slaine & Kappa Gamma) (Perestroika) · Watch on YouTube

youtube_video B1_hW0iKofY · row B1_hW0iKofY

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No Time to Waste

Listed as Apathy, Jadakiss, Stu Bangas – No Time to Waste (No Time to Waste) · Watch on YouTube

youtube_video BMcj8T1R5NA · row BMcj8T1R5NA

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Sound of the Clap

Listed as Apathy, Celph Titled – Sound of the Clap (No Place Like Chrome) · Watch on YouTube

youtube_video BTi3rI3kPsA · row BTi3rI3kPsA

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Perestroika

Listed as Apathy, O.C. – Perestroika (Perestroika) · Watch on YouTube

youtube_video Fd43Eq-EyXY · row Fd43Eq-EyXY

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The Fallen Angels

Listed as Apathy, Motive, Celph Titled – The Fallen Angels (Killmatic) · Watch on YouTube

youtube_video GDSN3eFBaKE · row GDSN3eFBaKE

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Globetrotters (feat. Jus Cuz)

Listed as Apathy, O.C. – Globetrotters (feat. Jus Cuz) (Globetrotters) · Watch on YouTube

youtube_video Hqzw2I4MHng · row Hqzw2I4MHng

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Live from the Iron Curtain

Listed as Apathy, O.C. – Live from the Iron Curtain (Perestroika) · Watch on YouTube

youtube_video KPmOSM-eCFo · row KPmOSM-eCFo

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It Takes a Seven Nation Army to Hold Us Back (feat. Emilio Lopez)

Listed as Apathy – It Takes a Seven Nation Army to Hold Us Back (feat. Emilio Lopez) (Where's Your Album?!!) · Watch on YouTube

youtube_video L-STVWjKihI · row L-STVWjKihI

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S.M.D.

Listed as Apathy, Celph Titled – S.M.D. (No Place Like Chrome) · Watch on YouTube

youtube_video L0W-JW8mPYY · row L0W-JW8mPYY

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Bad Attitudes (feat. One Two)

Listed as Apathy, Celph Titled – Bad Attitudes (feat. One Two) (No Place Like Chrome) · Watch on YouTube

youtube_video LKZudLNKr6I · row LKZudLNKr6I

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No More Soft Shit

Listed as Apathy, O.C. – No More Soft Shit (Perestroika) · Watch on YouTube

youtube_video LmmncEBFZhk · row LmmncEBFZhk

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Drink Specials (feat. Tzarizm, Phil da Agony & Rugged)

Listed as Apathy, Celph Titled – Drink Specials (feat. Tzarizm, Phil da Agony & Rugged) (No Place Like Chrome) · Watch on YouTube

youtube_video LrLruXZqDyQ · row LrLruXZqDyQ

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Vacation

Listed as Apathy – Vacation (Connecticut Casual: Chapter 2) · Watch on YouTube

youtube_video M9O80l6Xp1Q · row M9O80l6Xp1Q

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THE SMACKDOWN

Listed as APATHY, C-RAYZ WALZ, Celph Titled, FEATURING – THE SMACKDOWN (Underground Classics) · Watch on YouTube

youtube_video MDDfWkVg3QY · row MDDfWkVg3QY

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The Hook (Acapella)

Listed as Louis Logic, Apathy, Dutchmassive, Majik Most – The Hook (Acapella) (Evaporate (Maxi-Single)) · Watch on YouTube

youtube_video OopWKRONQvU · row OopWKRONQvU

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Battle Cry

Listed as Jedi Mind Tricks, Army of the Pharaohs, Apathy, King Syze – Battle Cry (The Torture Papers) · Watch on YouTube

youtube_video OtLqVfBeI94 · row OtLqVfBeI94

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Soviet Official

Listed as Apathy, O.C. – Soviet Official (Perestroika) · Watch on YouTube

youtube_video PrmU8mpCOHw · row PrmU8mpCOHw

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Never Take Me Out (feat. Termanology)

Listed as Apathy, Celph Titled – Never Take Me Out (feat. Termanology) (Killmatic) · Watch on YouTube

youtube_video QSDxGCVF6ug · row QSDxGCVF6ug

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Winter Winds (feat. Marvalyss)

Listed as Apathy, O.C. – Winter Winds (feat. Marvalyss) (Perestroika) · Watch on YouTube

youtube_video S1ma-kogU6s · row S1ma-kogU6s

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Raiders Cap

Listed as Apathy, Ryu, Motive, Celph Titled – Raiders Cap (Killmatic) · Watch on YouTube

youtube_video SxpM0039oPg · row SxpM0039oPg

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Donkey Ass (feat. Majik Most)

Listed as Apathy, Celph Titled – Donkey Ass (feat. Majik Most) (No Place Like Chrome) · Watch on YouTube

youtube_video T3eEaMskapw · row T3eEaMskapw

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Captain Caveman (feat. R.A. The Rugged Man)

Listed as Apathy, Celph Titled – Captain Caveman (feat. R.A. The Rugged Man) (Killmatic) · Watch on YouTube

youtube_video TJSTXYbZIlk · row TJSTXYbZIlk

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Me & My Friends

Listed as Apathy, One Two, Celph Titled – Me & My Friends (Eastern Philosophy) · Watch on YouTube

youtube_video UIcnJKoNryE · row UIcnJKoNryE

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The Bottom Line (12" Mix)

Listed as Apathy, Merkules, Celph Titled – The Bottom Line (12" Mix) (The Bottom Line) · Watch on YouTube

youtube_video UPvVJvBlkS4 · row UPvVJvBlkS4

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Hip Hop Dummy

Listed as Slaine, Bishop Lamont, Apathy – Hip Hop Dummy (The King of Everything Else) · Watch on YouTube

youtube_video WsUekXVmkgM · row WsUekXVmkgM

LAION-DISCO-12M

Covey Leader to Raven

Listed as Apathy, O.C. – Covey Leader to Raven (Perestroika) · Watch on YouTube

youtube_video byB3nQv4Ulk · row byB3nQv4Ulk

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Can't Fool Me (feat. Eternia)

Listed as Apathy, Blacastan, Esoteric, Motive – Can't Fool Me (feat. Eternia) (Killmatic) · Watch on YouTube

youtube_video dyB3nApBcq0 · row dyB3nApBcq0

LAION-DISCO-12M

Just Can't Quit (feat. Scoop Deville)

Listed as Apathy, Celph Titled, Motive, Blacastan – Just Can't Quit (feat. Scoop Deville) (Killmatic) · Watch on YouTube

youtube_video feS0B6Heulc · row feS0B6Heulc

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Warth of Gods

Listed as Jedi Mind Tricks, Army of the Pharaohs, Apathy, Esoteric – Warth of Gods (The Torture Papers) · Watch on YouTube

youtube_video h7wblVrFTA4 · row h7wblVrFTA4

LAION-DISCO-12M

Battle Cry (Instrumental)

Listed as Apathy, Army of the Pharoahs, Celph Titled, Chief Kamachi – Battle Cry (Instrumental) (Tear It Down (feat. Vinnie Paz, Reef The Lost Cauze & Planetary) (12")) · Watch on YouTube

youtube_video iZ8JFMgoR5s · row iZ8JFMgoR5s

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Save the Day

Listed as Apathy, Celph Titled – Save the Day (No Place Like Chrome) · Watch on YouTube

youtube_video jMAaTPDYqGQ · row jMAaTPDYqGQ

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Naturally Nasty

Listed as Apathy, Celph Titled – Naturally Nasty (No Place Like Chrome) · Watch on YouTube

youtube_video lA7piKRaaAw · row lA7piKRaaAw

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What It's All About

Listed as Apathy, O.C. – What It's All About (Perestroika) · Watch on YouTube

youtube_video m6Wxv0xt4io · row m6Wxv0xt4io

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The Crown

Listed as Celph Titled, Apathy – The Crown (Tour Lords) · Watch on YouTube

youtube_video mxr8X06g5Hw · row mxr8X06g5Hw

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Gorbachev

Listed as Apathy, O.C. – Gorbachev (Perestroika) · Watch on YouTube

youtube_video n_z24Vu--HI · row n_z24Vu--HI

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Audi 5000

Listed as Apathy, Celph Titled, Motive, Ryu – Audi 5000 (Killmatic) · Watch on YouTube

youtube_video q6vl0gCcYuo · row q6vl0gCcYuo

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Demigodz Is Back

Listed as Apathy, Ryu, Celph Titled – Demigodz Is Back (Killmatic) · Watch on YouTube

youtube_video r1LS4gt13zs · row r1LS4gt13zs

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Black Snow

Listed as Snowgoons, ILL Bill, Apathy – Black Snow (Black Snow (Bonus Version)) · Watch on YouTube

youtube_video r9qc05dbLgQ · row r9qc05dbLgQ

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Nut Reception (feat. J-Zone)

Listed as Apathy, Celph Titled – Nut Reception (feat. J-Zone) (No Place Like Chrome) · Watch on YouTube

youtube_video smrloj8rdkQ · row smrloj8rdkQ

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Dgz X Nygz (feat. Panchi of Nygz)

Listed as Apathy, Blacastan, Celph Titled – Dgz X Nygz (feat. Panchi of Nygz) (Killmatic) · Watch on YouTube

youtube_video tPgYcFyKvEA · row tPgYcFyKvEA

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Fix Your Face

Listed as Apathy, Celph Titled – Fix Your Face (No Place Like Chrome) · Watch on YouTube

youtube_video vLMy1gB_riY · row vLMy1gB_riY

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Leo Lounge

Listed as Wildcard, Apathy, C-Lance – Leo Lounge (Leo Lounge) · Watch on YouTube

youtube_video xkBokIhIVJI · row xkBokIhIVJI

LAION-DISCO-12M

Feast of the Wolves

Listed as Jedi Mind Tricks, Army of the Pharaohs, Vinnie Paz, Apathy – Feast of the Wolves (The Torture Papers) · Watch on YouTube

youtube_video xuMbV0uEQNo · row xuMbV0uEQNo

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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.