Yes. Abstract has 148 songs listed in a dataset used to train AI music models.

Used for training 148

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 Put Me on Ice, No More Hope for the Hopeless, Floating

Listed under the artist name 148 songs in LAION-DISCO-12M

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

Put Me on Ice

Listed as Abstract – Put Me on Ice (Kintsugi) · Watch on YouTube

youtube_video 1WrgL5dq9wo · row 1WrgL5dq9wo

LAION-DISCO-12M

No More Hope for the Hopeless

Listed as Abstract, FigureItOut – No More Hope for the Hopeless (No More Hope for the Hopeless) · Watch on YouTube

youtube_video 1gQOCmNj93o · row 1gQOCmNj93o

LAION-DISCO-12M

Floating

Listed as Abstract – Floating (Super Human) · Watch on YouTube

youtube_video 2q8d8a25fwU · row 2q8d8a25fwU

LAION-DISCO-12M

Didn't Know

Listed as Abstract – Didn't Know (Something to Write Home About) · Watch on YouTube

youtube_video 37lwHIMei2I · row 37lwHIMei2I

LAION-DISCO-12M

Roll Like Them

Listed as Abstract & Cryo Music – Roll Like Them (Roll Like Them) · Watch on YouTube

youtube_video 4OP7f9QS_2s · row 4OP7f9QS_2s

LAION-DISCO-12M

Hold Your Breath

Listed as Abstract – Hold Your Breath (Hold Your Breath) · Watch on YouTube

youtube_video 5miZw6tD5PU · row 5miZw6tD5PU

LAION-DISCO-12M

Lois Lane (feat. Melissa Jo)

Listed as Abstract & Craig McAllister – Lois Lane (feat. Melissa Jo) (We Are the Artist) · Watch on YouTube

youtube_video 6oq1GJ-fSrQ · row 6oq1GJ-fSrQ

LAION-DISCO-12M

Act My Age

Listed as Abstract – Act My Age (Act My Age) · Watch on YouTube

youtube_video 7H9DjIgF0bU · row 7H9DjIgF0bU

LAION-DISCO-12M

LCM (feat. Travis Thompson)

Listed as Abstract, ELLIS! – LCM (feat. Travis Thompson) (LCM) · Watch on YouTube

youtube_video 8PIfkEuYNi4 · row 8PIfkEuYNi4

LAION-DISCO-12M

No Comparison

Listed as Abstract – No Comparison (No Comparison) · Watch on YouTube

youtube_video 9EKkp8zdrwA · row 9EKkp8zdrwA

LAION-DISCO-12M

Father Time

Listed as Abstract – Father Time (Super Human) · Watch on YouTube

youtube_video 9HosY6echtg · row 9HosY6echtg

LAION-DISCO-12M

Dive 1

Listed as Abstract – Dive 1 (Super Human) · Watch on YouTube

youtube_video AaVh3dH7ADc · row AaVh3dH7ADc

LAION-DISCO-12M

In Love (feat. Glenn Travis)

Listed as Abstract – In Love (feat. Glenn Travis) (In Love (feat. Glenn Travis)) · Watch on YouTube

youtube_video BYBC3WseW9M · row BYBC3WseW9M

LAION-DISCO-12M

Shot Down

Listed as Abstract – Shot Down (Super Human) · Watch on YouTube

youtube_video BzLCfZYt2C8 · row BzLCfZYt2C8

LAION-DISCO-12M

My Stop

Listed as Abstract – My Stop (My Stop) · Watch on YouTube

youtube_video EMQdy8YlliI · row EMQdy8YlliI

LAION-DISCO-12M

COUNTERFEIT

Listed as Abstract, ELLIS! – COUNTERFEIT (COUNTERFEIT) · Watch on YouTube

youtube_video EkX5LOkG0OQ · row EkX5LOkG0OQ

LAION-DISCO-12M

Superposition

Listed as Abstract – Superposition (Super Human) · Watch on YouTube

youtube_video FyFF2DkMUwY · row FyFF2DkMUwY

LAION-DISCO-12M

Volition

Listed as Abstract – Volition (Super Human) · Watch on YouTube

youtube_video I0ikBHaP5Aw · row I0ikBHaP5Aw

LAION-DISCO-12M

When You're Young

Listed as Abstract – When You're Young (When You're Young) · Watch on YouTube

youtube_video JCypzG-wdb4 · row JCypzG-wdb4

LAION-DISCO-12M

Vampire

Listed as Abstract & Blulake – Vampire (Vampire) · Watch on YouTube

youtube_video JTZZBRy94rk · row JTZZBRy94rk

LAION-DISCO-12M

Part Time Love

Listed as Abstract, ELLIS! – Part Time Love (Autology 2) · Watch on YouTube

youtube_video KRv5v_afKAQ · row KRv5v_afKAQ

LAION-DISCO-12M

What If? (feat. RoZe)

Listed as Abstract, RoZe – What If? (feat. RoZe) (What If? (feat. RoZe)) · Watch on YouTube

youtube_video LkeMDHQ2WoQ · row LkeMDHQ2WoQ

LAION-DISCO-12M

Doc Holliday

Listed as Abstract – Doc Holliday (Doc Holliday) · Watch on YouTube

youtube_video OVFuFBDiWUI · row OVFuFBDiWUI

LAION-DISCO-12M

We're Not Friends (feat. FigureItOut)

Listed as Abstract – We're Not Friends (feat. FigureItOut) (We're Not Friends) · Watch on YouTube

youtube_video RfZrWf8km4c · row RfZrWf8km4c

LAION-DISCO-12M

Rarefied Rationale

Listed as Abstract – Rarefied Rationale (Super Human) · Watch on YouTube

youtube_video RmjQ4QFryBA · row RmjQ4QFryBA

LAION-DISCO-12M

Don't Love Me Yet

Listed as Abstract – Don't Love Me Yet (Kintsugi) · Watch on YouTube

youtube_video TeYVwrcd43U · row TeYVwrcd43U

LAION-DISCO-12M

No Ghost (feat. Jonny Koch)

Listed as Abstract – No Ghost (feat. Jonny Koch) (Something to Write Home About) · Watch on YouTube

youtube_video WuF8Id0xsc0 · row WuF8Id0xsc0

LAION-DISCO-12M

Last Laugh (feat. RoZe)

Listed as Abstract – Last Laugh (feat. RoZe) (Kintsugi) · Watch on YouTube

youtube_video XsqBNyAsK6Y · row XsqBNyAsK6Y

LAION-DISCO-12M

Paranoia

Listed as Emilio Rojas, Abstract, Averse – Paranoia (Paranoia) · Watch on YouTube

youtube_video ZH7Wq7ytsyw · row ZH7Wq7ytsyw

LAION-DISCO-12M

Love Me (feat. Aspen Dawn)

Listed as Abstract – Love Me (feat. Aspen Dawn) (Kintsugi) · Watch on YouTube

youtube_video ZsUv-HP-1rY · row ZsUv-HP-1rY

LAION-DISCO-12M

Xoxo (feat. Joint Inc)

Listed as Abstract & Drumma Battalion – Xoxo (feat. Joint Inc) (Xoxo (feat. Joint Inc)) · Watch on YouTube

youtube_video a9JqJwGB6rs · row a9JqJwGB6rs

LAION-DISCO-12M

Blinded

Listed as Abstract, ELLIS! – Blinded (Blinded) · Watch on YouTube

youtube_video aNPUmGQleQU · row aNPUmGQleQU

LAION-DISCO-12M

You Should Know

Listed as Abstract & Cryo Music – You Should Know (You Should Know) · Watch on YouTube

youtube_video c8Kiw929J7g · row c8Kiw929J7g

LAION-DISCO-12M

Kintsugi (feat. Tamzene)

Listed as Abstract – Kintsugi (feat. Tamzene) (Kintsugi) · Watch on YouTube

youtube_video cRhdBLSpoJI · row cRhdBLSpoJI

LAION-DISCO-12M

Move (feat. Delaney)

Listed as Abstract & Craig McAllister – Move (feat. Delaney) (Move (feat. Delaney)) · Watch on YouTube

youtube_video cXrX_frgqzU · row cXrX_frgqzU

LAION-DISCO-12M

Prologue

Listed as Abstract & Craig McAllister – Prologue (We Are the Artist) · Watch on YouTube

youtube_video eCgC43ckVyo · row eCgC43ckVyo

LAION-DISCO-12M

Hell 2 Pay (with Abstract & benny mayne) (feat. benny mayne)

Listed as Flight Volume, Abstract – Hell 2 Pay (with Abstract & benny mayne) (feat. benny mayne) (Hell 2 Pay (with Abstract & benny mayne)) · Watch on YouTube

youtube_video hKOwM0NrYSo · row hKOwM0NrYSo

LAION-DISCO-12M

Vampire (Rock Version)

Listed as Abstract – Vampire (Rock Version) (Vampire (Rock Version)) · Watch on YouTube

youtube_video hVyuSP2OGYU · row hVyuSP2OGYU

LAION-DISCO-12M

Death Wish (feat. Joey Burbach)

Listed as Abstract – Death Wish (feat. Joey Burbach) (Death Wish) · Watch on YouTube

youtube_video h_tl8_NCo6g · row h_tl8_NCo6g

LAION-DISCO-12M

Sand (feat. Kayo)

Listed as Abstract – Sand (feat. Kayo) (Sand) · Watch on YouTube

youtube_video knEHV4AxjlE · row knEHV4AxjlE

LAION-DISCO-12M

2 Far 2 Fast

Listed as Abstract, ELLIS! – 2 Far 2 Fast (2 Far 2 Fast) · Watch on YouTube

youtube_video lBI1MYC0ujk · row lBI1MYC0ujk

LAION-DISCO-12M

Crossroads (feat. Delaney Kai)

Listed as Abstract – Crossroads (feat. Delaney Kai) (Crossroads) · Watch on YouTube

youtube_video lfUsNK4Cjik · row lfUsNK4Cjik

LAION-DISCO-12M

Toxxxic (Remix)

Listed as Abstract, Mitch The Hero – Toxxxic (Remix) (Toxxxic (Remix)) · Watch on YouTube

youtube_video mXpawlMtsB4 · row mXpawlMtsB4

LAION-DISCO-12M

Up Yet

Listed as Abstract – Up Yet (Up Yet) · Watch on YouTube

youtube_video p3B7QJTOp0w · row p3B7QJTOp0w

LAION-DISCO-12M

Nashvillain

Listed as Abstract – Nashvillain (Nashvillain) · Watch on YouTube

youtube_video s26NwoUgBsw · row s26NwoUgBsw

LAION-DISCO-12M

The Miracle in a Sunbeam

Listed as Abstract & Craig McAllister – The Miracle in a Sunbeam (We Are the Artist) · Watch on YouTube

youtube_video uey5TmVqfK4 · row uey5TmVqfK4

LAION-DISCO-12M

Underdog (feat. Skizzy Mars)

Listed as Abstract, ELLIS!, Skizzy Mars – Underdog (feat. Skizzy Mars) (Underdog (feat. Skizzy Mars)) · Watch on YouTube

youtube_video vV9WBL0pKM0 · row vV9WBL0pKM0

LAION-DISCO-12M

Takeoff

Listed as Abstract – Takeoff (Super Human) · Watch on YouTube

youtube_video w0Eae9X9bRs · row w0Eae9X9bRs

LAION-DISCO-12M

Close Your Eyes

Listed as Abstract – Close Your Eyes (Close Your Eyes) · Watch on YouTube

youtube_video wsTmw9t2Z6U · row wsTmw9t2Z6U

LAION-DISCO-12M

666 (feat. Delaney)

Listed as Abstract – 666 (feat. Delaney) (Kintsugi) · Watch on YouTube

youtube_video xyOIihpe_6E · row xyOIihpe_6E

LAION-DISCO-12M

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.