Yes. Beats De Rap has 880 songs listed in a dataset used to train AI music models.

Used for training 880

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 Dark Trap Vibes (Beats Instrumental), Back 2 Highschool, Galaxies

Listed under the artist name 880 songs in LAION-DISCO-12M

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

Dark Trap Vibes (Beats Instrumental)

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Dark Trap Vibes (Beats Instrumental) (Best Freestyle Beats) · Watch on YouTube

youtube_video 21pwZBFODSI · row 21pwZBFODSI

LAION-DISCO-12M

Back 2 Highschool

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Back 2 Highschool (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video 25ecdPgHMqE · row 25ecdPgHMqE

LAION-DISCO-12M

Galaxies

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Galaxies (Chillout LoFi Beats) · Watch on YouTube

youtube_video 3WhZ0w5c_0I · row 3WhZ0w5c_0I

LAION-DISCO-12M

Dancehall 90s Old School Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Dancehall 90s Old School Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video 4OLI7VCLO80 · row 4OLI7VCLO80

LAION-DISCO-12M

Hazy Nostalgia

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Hazy Nostalgia (Chillout LoFi Beats) · Watch on YouTube

youtube_video 4bvxeTSXa2w · row 4bvxeTSXa2w

LAION-DISCO-12M

I Love You

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – I Love You (Chillout LoFi Beats) · Watch on YouTube

youtube_video 65fvlYPabiQ · row 65fvlYPabiQ

LAION-DISCO-12M

Chat A Un Rêve

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Chat A Un Rêve (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video 7nv8LsnnuDI · row 7nv8LsnnuDI

LAION-DISCO-12M

Funky Trap Type Beat 2021

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Funky Trap Type Beat 2021 (Beats 2021 Instrumental) · Watch on YouTube

youtube_video 8fg4F8aklT0 · row 8fg4F8aklT0

LAION-DISCO-12M

SUICIDEBOYS Type Beat 2021

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – SUICIDEBOYS Type Beat 2021 (Beats 2021 Instrumental) · Watch on YouTube

youtube_video 98xiAuS10So · row 98xiAuS10So

LAION-DISCO-12M

Drill Rap Hard Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Drill Rap Hard Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video BValodqAuxI · row BValodqAuxI

LAION-DISCO-12M

Isolated Daydream

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Isolated Daydream (Lo-Fi Hip Hop Compilation - Relaxing Beats) · Watch on YouTube

youtube_video BYIcDtQparo · row BYIcDtQparo

LAION-DISCO-12M

Summer Magic

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Summer Magic (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video CEIYxInSe3E · row CEIYxInSe3E

LAION-DISCO-12M

Bamboo Jungle

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Bamboo Jungle (Lo-Fi Hip Hop Compilation - Relaxing Beats) · Watch on YouTube

youtube_video Cg7UGAGUC-w · row Cg7UGAGUC-w

LAION-DISCO-12M

Dark Rap Beat 2021

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Dark Rap Beat 2021 (Beats 2021 Instrumental) · Watch on YouTube

youtube_video Dci0NteS1WI · row Dci0NteS1WI

LAION-DISCO-12M

Morgenstern Type Beat (Instrumental Beats)

Listed as Beats De Rap, Instrumental Rap Hip Hop, The HitForce – Morgenstern Type Beat (Instrumental Beats) (Hard Rap Beats 2021 - Rap Beats Freestyle Instrumental) · Watch on YouTube

youtube_video DvmR4QldlCI · row DvmR4QldlCI

LAION-DISCO-12M

Jazzy Rap Hip Hop Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Jazzy Rap Hip Hop Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video FTYBGAjRASQ · row FTYBGAjRASQ

LAION-DISCO-12M

Navi's New Love

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Navi's New Love (Lo-Fi Hip Hop Compilation - Relaxing Beats) · Watch on YouTube

youtube_video FxNgFT4y7VE · row FxNgFT4y7VE

LAION-DISCO-12M

One More Time

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – One More Time (Chillout LoFi Beats) · Watch on YouTube

youtube_video I_HFcY_-PmQ · row I_HFcY_-PmQ

LAION-DISCO-12M

Homework

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Homework (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video IpgACcnKA0I · row IpgACcnKA0I

LAION-DISCO-12M

Sleepy Birdsong

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Sleepy Birdsong (Chillout LoFi Beats) · Watch on YouTube

youtube_video KPXR7CS4tKI · row KPXR7CS4tKI

LAION-DISCO-12M

Liquids

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Liquids (Lo-Fi Hip Hop Compilation - Relaxing Beats) · Watch on YouTube

youtube_video OTbqZalqUEw · row OTbqZalqUEw

LAION-DISCO-12M

Hardest Rap Beat Ever

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Hardest Rap Beat Ever (Beats 2021 Instrumental) · Watch on YouTube

youtube_video QDQaq44WqMQ · row QDQaq44WqMQ

LAION-DISCO-12M

Perfect World

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Perfect World (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video QVddDS_PkN8 · row QVddDS_PkN8

LAION-DISCO-12M

Laying On the Grass

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Laying On the Grass (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video WG2IF2LzpU8 · row WG2IF2LzpU8

LAION-DISCO-12M

Uplifting Rap Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Uplifting Rap Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video WVCUcNZYyD8 · row WVCUcNZYyD8

LAION-DISCO-12M

End Credits

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – End Credits (Lo-Fi Hip Hop Compilation - Relaxing Beats) · Watch on YouTube

youtube_video XJnuJQBBgUk · row XJnuJQBBgUk

LAION-DISCO-12M

Happy Vibes Type Beat 2021 (Beats Instrumental)

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Happy Vibes Type Beat 2021 (Beats Instrumental) (Instrumental Rap Hip Hop Beats) · Watch on YouTube

youtube_video Y-9RRcs8JUQ · row Y-9RRcs8JUQ

LAION-DISCO-12M

Grapefruits

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Grapefruits (Chillout LoFi Beats) · Watch on YouTube

youtube_video YAjFa_s9UF4 · row YAjFa_s9UF4

LAION-DISCO-12M

Is This Love

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Is This Love (Chillout LoFi Beats) · Watch on YouTube

youtube_video ZHNWm5vCxU0 · row ZHNWm5vCxU0

LAION-DISCO-12M

Melancholy Daydream

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Melancholy Daydream (Chillout LoFi Beats) · Watch on YouTube

youtube_video ZHSYu-bFZlU · row ZHSYu-bFZlU

LAION-DISCO-12M

Don't Leave Me

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Don't Leave Me (Chillout LoFi Beats) · Watch on YouTube

youtube_video ZMR1cU7eYCc · row ZMR1cU7eYCc

LAION-DISCO-12M

Trippy Trap Type Beat (Instrumental Beat)

Listed as Beats De Rap, Instrumental Rap Hip Hop, The HitForce – Trippy Trap Type Beat (Instrumental Beat) (Hard Rap Beats 2021 - Rap Beats Freestyle Instrumental) · Watch on YouTube

youtube_video _Pzjf_oFvRo · row _Pzjf_oFvRo

LAION-DISCO-12M

Sleeping In the Barn

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Sleeping In the Barn (Chillout LoFi Beats) · Watch on YouTube

youtube_video a274lFPC-WE · row a274lFPC-WE

LAION-DISCO-12M

6IX9INE Type Beat 2021 (Instrumental Beat)

Listed as Beats De Rap, Instrumental Rap Hip Hop, The HitForce – 6IX9INE Type Beat 2021 (Instrumental Beat) (Hard Rap Beats 2021 - Rap Beats Freestyle Instrumental) · Watch on YouTube

youtube_video g-e6kfG8BXo · row g-e6kfG8BXo

LAION-DISCO-12M

Campfire Lullabies

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Campfire Lullabies (Chillout LoFi Beats) · Watch on YouTube

youtube_video hoLhljYEjw4 · row hoLhljYEjw4

LAION-DISCO-12M

Wild West Guitar Type Beat (Instrumental Rap)

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Wild West Guitar Type Beat (Instrumental Rap) (Best Freestyle Beats) · Watch on YouTube

youtube_video jRcpZ4Atbes · row jRcpZ4Atbes

LAION-DISCO-12M

Feels

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Feels (Chillout LoFi Beats) · Watch on YouTube

youtube_video kUSLRCeMyeM · row kUSLRCeMyeM

LAION-DISCO-12M

Drake Trap Type Beats

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Drake Trap Type Beats (Beats 2021 Instrumental) · Watch on YouTube

youtube_video kfsyjrbSMps · row kfsyjrbSMps

LAION-DISCO-12M

Take Me Back to the 70's

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Take Me Back to the 70's (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video krBtoX39hFI · row krBtoX39hFI

LAION-DISCO-12M

Synthwave Rap Type Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Synthwave Rap Type Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video lua2SZW7Le0 · row lua2SZW7Le0

LAION-DISCO-12M

J Cole Freestyle Type Beat (Instrumental Freestyle Beats)

Listed as Beats De Rap, Instrumental Rap Hip Hop, The HitForce – J Cole Freestyle Type Beat (Instrumental Freestyle Beats) (Hard Rap Beats 2021 - Rap Beats Freestyle Instrumental) · Watch on YouTube

youtube_video ojcM1Kbfgww · row ojcM1Kbfgww

LAION-DISCO-12M

Walking Away

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Walking Away (Relaxing Hip-Hip Chillout Beats) · Watch on YouTube

youtube_video rrFJcJC8V0s · row rrFJcJC8V0s

LAION-DISCO-12M

Final Fantasy Music (Trap Remix)

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Final Fantasy Music (Trap Remix) (Instrumental Rap Hip Hop Beats) · Watch on YouTube

youtube_video sVHnMKyioe8 · row sVHnMKyioe8

LAION-DISCO-12M

Chill & Hard Rap Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Chill & Hard Rap Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video ssRNo4e8SwA · row ssRNo4e8SwA

LAION-DISCO-12M

Good Morning

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Good Morning (Lo-Fi Hip Hop Compilation - Relaxing Beats) · Watch on YouTube

youtube_video t-RT9x2voY8 · row t-RT9x2voY8

LAION-DISCO-12M

Japanese Rap Beat 2021

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Japanese Rap Beat 2021 (Beats 2021 Instrumental) · Watch on YouTube

youtube_video uP74Zjm3t9A · row uP74Zjm3t9A

LAION-DISCO-12M

Epic Battle Beat (Freestyle Beats Instrumental)

Listed as Beats De Rap, Instrumental Rap Hip Hop, The HitForce – Epic Battle Beat (Freestyle Beats Instrumental) (Hard Rap Beats 2021 - Rap Beats Freestyle Instrumental) · Watch on YouTube

youtube_video vsTF0DEPkZU · row vsTF0DEPkZU

LAION-DISCO-12M

New Wave Type Beat (Instrumental Beat)

Listed as Beats De Rap, Instrumental Rap Hip Hop, The HitForce – New Wave Type Beat (Instrumental Beat) (Hard Rap Beats 2021 - Rap Beats Freestyle Instrumental) · Watch on YouTube

youtube_video w1Gm1TPxU98 · row w1Gm1TPxU98

LAION-DISCO-12M

Asian Rap Type Beat

Listed as Instrumental Rap Hip Hop, Beats De Rap, The HitForce – Asian Rap Type Beat (Beats 2021 Instrumental) · Watch on YouTube

youtube_video wE1gV8PZMu4 · row wE1gV8PZMu4

LAION-DISCO-12M

Moons

Listed as Beats De Rap, HIP-HOP LOFI, Lofi Hip Hop – Moons (Chillout LoFi Beats) · Watch on YouTube

youtube_video yFeHcedtp3w · row yFeHcedtp3w

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.