Yes. Biffa D has 20 songs listed in a dataset used to train AI music models.

Used for training 20

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 Break It Down (Cellardore Remix), Break It Down (Brand S Dub), Train

Listed under the artist name 20 songs in LAION-DISCO-12M

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

Break It Down (Cellardore Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Cellardore Remix) (Break It Down (Remixes, Vol. 3)) · Watch on YouTube

youtube_video 05TXYnAtyRg · row 05TXYnAtyRg

LAION-DISCO-12M

Break It Down (Brand S Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Brand S Dub) (Break It Down (Remixes, Vol. 4)) · Watch on YouTube

youtube_video 1ackVg5pKTE · row 1ackVg5pKTE

LAION-DISCO-12M

Train

Listed as Impact, MiB, Biffa D, Marvel – Train (Train) · Watch on YouTube

youtube_video 6cXfiDvuWoE · row 6cXfiDvuWoE

LAION-DISCO-12M

Break It Down (Zettin Zee Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Zettin Zee Remix) (Break It Down (Remixes, Vol. 1)) · Watch on YouTube

youtube_video H4P1pU0bqzA · row H4P1pU0bqzA

LAION-DISCO-12M

Break It Down (Operator S Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Operator S Remix) (Break It Down (Remixes, Vol. 3)) · Watch on YouTube

youtube_video HbCQCgml8gM · row HbCQCgml8gM

LAION-DISCO-12M

Break It Down (Save Link As Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Save Link As Remix) (Break It Down (Remixes, Vol. 1)) · Watch on YouTube

youtube_video KSmoMbuwiVM · row KSmoMbuwiVM

LAION-DISCO-12M

Break It Down (Junior UK Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Junior UK Remix) (Break It Down (Remixes, Vol. 2)) · Watch on YouTube

youtube_video KilMLdWi_H8 · row KilMLdWi_H8

LAION-DISCO-12M

Break It Down (Tlegato Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Tlegato Remix) (Break It Down (Remixes, Vol. 4)) · Watch on YouTube

youtube_video LfppZ1jo-aM · row LfppZ1jo-aM

LAION-DISCO-12M

Break It Down (Tone2 Projekt Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Tone2 Projekt Remix) (Break It Down (Remixes, Vol. 1)) · Watch on YouTube

youtube_video M5IqRSXCHkc · row M5IqRSXCHkc

LAION-DISCO-12M

Break It Down (Erban Fox Light Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Erban Fox Light Remix) (Break It Down (Remixes, Vol. 3)) · Watch on YouTube

youtube_video MD6g_H_rvLY · row MD6g_H_rvLY

LAION-DISCO-12M

Break It Down (Pud & Dan's Evil Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Pud & Dan's Evil Dub) (Break It Down (Remixes, Vol. 2)) · Watch on YouTube

youtube_video P38copmqNn4 · row P38copmqNn4

LAION-DISCO-12M

Break It Down (Radical DJ Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Radical DJ Remix) (Break It Down (Remixes, Vol. 4)) · Watch on YouTube

youtube_video RROjXA3NKLg · row RROjXA3NKLg

LAION-DISCO-12M

Break It Down (2 Rotten Scoundrels Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (2 Rotten Scoundrels Dub) (Break It Down (Remixes, Vol. 3)) · Watch on YouTube

youtube_video a9wHBedgWos · row a9wHBedgWos

LAION-DISCO-12M

Break It Down (Statix Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Statix Dub) (Break It Down (Remixes, Vol. 2)) · Watch on YouTube

youtube_video acdQdQtXRq8 · row acdQdQtXRq8

LAION-DISCO-12M

Break It Down (Tony C Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Tony C Dub) (Break It Down (Remixes, Vol. 2)) · Watch on YouTube

youtube_video gSnWzZ1gcXc · row gSnWzZ1gcXc

LAION-DISCO-12M

Break It Down (99db 2-Step Vocal)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (99db 2-Step Vocal) (Break It Down (Remixes, Vol. 1)) · Watch on YouTube

youtube_video lJiohodfY54 · row lJiohodfY54

LAION-DISCO-12M

Break It Down (Solution Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Solution Dub) (Highly Anticipated, Vol. 3) · Watch on YouTube

youtube_video mXjMYar3ZL0 · row mXjMYar3ZL0

LAION-DISCO-12M

Break It Down

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Break it Down) · Watch on YouTube

youtube_video tw_hYxRMHAU · row tw_hYxRMHAU

LAION-DISCO-12M

Break It Down (Erban Fox Dark Remix)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Erban Fox Dark Remix) (Break It Down (Remixes, Vol. 3)) · Watch on YouTube

youtube_video ufuRaAHEfZI · row ufuRaAHEfZI

LAION-DISCO-12M

Break It Down (Qualifide Circle Line Dub)

Listed as Impact, MiB, Biffa D, Marvel – Break It Down (Qualifide Circle Line Dub) (Break It Down (Remixes, Vol. 4)) · Watch on YouTube

youtube_video yXOtKe0nzdw · row yXOtKe0nzdw

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.