Yes. Ritmo y Sabor has 98 songs listed in a dataset used to train AI music models.

Used for training 98

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 Que Linda Secretaria, El Muñeco, Comprate Calzones

Listed under the artist name 98 songs in LAION-DISCO-12M

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

Que Linda Secretaria

Listed as Ritmo Y Sabor, Sonideras, Sonidero – Que Linda Secretaria (Puras Cumbias Mix) · Watch on YouTube

youtube_video -Ca-FMJCVMw · row -Ca-FMJCVMw

LAION-DISCO-12M

El Muñeco

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Muñeco (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video 2ThjQy9hrrE · row 2ThjQy9hrrE

LAION-DISCO-12M

Comprate Calzones

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Comprate Calzones (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video 3F6dHieXN1E · row 3F6dHieXN1E

LAION-DISCO-12M

La Cumbia De Los Monjes

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – La Cumbia De Los Monjes (La Cumbia De Los Monjes) · Watch on YouTube

youtube_video 6FZKbC5prHY · row 6FZKbC5prHY

LAION-DISCO-12M

La Cumbia De Los Teclados

Listed as Ritmo Y Sabor, Sonideras, Sonidero – La Cumbia De Los Teclados (Puras Cumbias Mix) · Watch on YouTube

youtube_video 6HzJtMBkC58 · row 6HzJtMBkC58

LAION-DISCO-12M

Ella Quiere Novio

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Ella Quiere Novio (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video 6qI5pHbX3CI · row 6qI5pHbX3CI

LAION-DISCO-12M

Como Quieres Que Te Quiera

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Como Quieres Que Te Quiera (Exitos De Cumbias) · Watch on YouTube

youtube_video AwHrjik-5-w · row AwHrjik-5-w

LAION-DISCO-12M

Cumbia Morena

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Cumbia Morena (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video DYrPcE_V5Is · row DYrPcE_V5Is

LAION-DISCO-12M

Lica

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Lica (Exitos De Cumbias) · Watch on YouTube

youtube_video EPgleog8qyw · row EPgleog8qyw

LAION-DISCO-12M

Lagrimas De Escarcha

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Lagrimas De Escarcha (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video F31Wpvy7_ZY · row F31Wpvy7_ZY

LAION-DISCO-12M

El Angelito

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Angelito (Exitos De Cumbias) · Watch on YouTube

youtube_video I1fszdMTo-o · row I1fszdMTo-o

LAION-DISCO-12M

Limbo Calipso

Listed as Cumbia Hits, Cumbia Sabrosa, Ritmo y Sabor – Limbo Calipso (Best Of Cumbia Hits) · Watch on YouTube

youtube_video IFA_7AKRpCE · row IFA_7AKRpCE

LAION-DISCO-12M

Escucha Uno De Los Grandes Exitos

Listed as Ritmo Y Sabor, Sonideras, Sonidero – Escucha Uno De Los Grandes Exitos (Puras Cumbias Mix) · Watch on YouTube

youtube_video JJ0fEGzs5P8 · row JJ0fEGzs5P8

LAION-DISCO-12M

Alma Corazon Y Vida

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Alma Corazon Y Vida (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video LaGD_PNMwqg · row LaGD_PNMwqg

LAION-DISCO-12M

Moviendo La Pompa

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Moviendo La Pompa (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video MPASnPywb4s · row MPASnPywb4s

LAION-DISCO-12M

Contento Y Feliz

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Contento Y Feliz (Exitos De Cumbias) · Watch on YouTube

youtube_video MrMIP4oCQu4 · row MrMIP4oCQu4

LAION-DISCO-12M

Guitarra Tras Guitarra

Listed as Ritmo Y Sabor, Sonideras, Sonidero – Guitarra Tras Guitarra (Puras Cumbias Mix) · Watch on YouTube

youtube_video MtjrlSK_weI · row MtjrlSK_weI

LAION-DISCO-12M

Quieres Ser Mi Amante

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Quieres Ser Mi Amante (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video Nzon9xbXYB4 · row Nzon9xbXYB4

LAION-DISCO-12M

Dolores

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Dolores (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video OV2vG5qPzxk · row OV2vG5qPzxk

LAION-DISCO-12M

Amor Carnal

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Amor Carnal (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video Ox7XDhxE7W8 · row Ox7XDhxE7W8

LAION-DISCO-12M

Hay El Amor

Listed as Cumbias Sonideras, Exitos Sonideros, Ritmo y Sabor – Hay El Amor (Sin Miedo Al Exito Papa) · Watch on YouTube

youtube_video Pc-WyRZsqBI · row Pc-WyRZsqBI

LAION-DISCO-12M

Que Le Voy A Hacer

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Que Le Voy A Hacer (Exitos De Cumbias) · Watch on YouTube

youtube_video R50LNz6lkKc · row R50LNz6lkKc

LAION-DISCO-12M

Cumbia Machin

Listed as Ritmo Y Sabor, Sonidero – Cumbia Machin (Cumbias Callejeras Vol. 2) · Watch on YouTube

youtube_video RZk94Cqn0XE · row RZk94Cqn0XE

LAION-DISCO-12M

El Perico De Toñita

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Perico De Toñita (Exitos De Cumbias) · Watch on YouTube

youtube_video RaYCG4QQwrw · row RaYCG4QQwrw

LAION-DISCO-12M

Cuando No Estas Conmigo

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Cuando No Estas Conmigo (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video SNm_Ouv4vuI · row SNm_Ouv4vuI

LAION-DISCO-12M

Tontos Celos

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Tontos Celos (Exitos De Cumbias) · Watch on YouTube

youtube_video ViwefVJrvpU · row ViwefVJrvpU

LAION-DISCO-12M

Barra De Corralero

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Barra De Corralero (Exitos De Cumbias) · Watch on YouTube

youtube_video W568WSbIjJ4 · row W568WSbIjJ4

LAION-DISCO-12M

Me Enamore

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Me Enamore (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video XBI5Og1_C3w · row XBI5Og1_C3w

LAION-DISCO-12M

Juana La Cubana

Listed as Cumbias Sonideras, Ritmo Y Sabor – Juana La Cubana (Ritmo Y Sabor Pal Sonidero Vol. 4) · Watch on YouTube

youtube_video Y1zZ5IRGsLc · row Y1zZ5IRGsLc

LAION-DISCO-12M

La Cumbia De Patricia

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – La Cumbia De Patricia (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video Yee4cFShXek · row Yee4cFShXek

LAION-DISCO-12M

Muchacha Sola

Listed as Cumbias Sonideras, Exitos Sonideros, Ritmo Y Sabor – Muchacha Sola (Borrachito Mix) · Watch on YouTube

youtube_video Zbkx2j3tuns · row Zbkx2j3tuns

LAION-DISCO-12M

La Yegua Coja

Listed as Ritmo Y Sabor, Sabor De La Cumbia – La Yegua Coja (Exitos De Cumbias) · Watch on YouTube

youtube_video ZndvQ6JNMi0 · row ZndvQ6JNMi0

LAION-DISCO-12M

La Tuza

Listed as Ritmo Y Sabor, Sabor De La Cumbia – La Tuza (Exitos De Cumbias) · Watch on YouTube

youtube_video _6vBrN-WqSA · row _6vBrN-WqSA

LAION-DISCO-12M

Bailando De Jalon

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Bailando De Jalon (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video ciMLMHZvU7s · row ciMLMHZvU7s

LAION-DISCO-12M

Que Nos Pasa

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Que Nos Pasa (Exitos De Cumbias) · Watch on YouTube

youtube_video dBwNiR40bcE · row dBwNiR40bcE

LAION-DISCO-12M

A Los Cuatro Vientos

Listed as Cumbias Sonideras, Ritmo Y Sabor – A Los Cuatro Vientos (Al Sonar Mi Cumbia Vol. 2) · Watch on YouTube

youtube_video hsQ-c7STysk · row hsQ-c7STysk

LAION-DISCO-12M

El Apagon

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Apagon (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video iG_EhWPEclQ · row iG_EhWPEclQ

LAION-DISCO-12M

Arpas Wereperas

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Arpas Wereperas (La Cumbia De Los Monjes) · Watch on YouTube

youtube_video kPfmlg1T4_4 · row kPfmlg1T4_4

LAION-DISCO-12M

Las Amo A Las 2

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Las Amo A Las 2 (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video mcKBmU5-19U · row mcKBmU5-19U

LAION-DISCO-12M

Bertha

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Bertha (Exitos De Cumbias) · Watch on YouTube

youtube_video nPTlXVP8zwQ · row nPTlXVP8zwQ

LAION-DISCO-12M

Donde Estaras

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Donde Estaras (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video oScxlG3LcXM · row oScxlG3LcXM

LAION-DISCO-12M

El Secreto

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Secreto (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video sUPTEeCCMZ4 · row sUPTEeCCMZ4

LAION-DISCO-12M

Guitarras Locas

Listed as Ritmo Y Sabor, Sonideras, Sonidero – Guitarras Locas (Puras Cumbias Mix) · Watch on YouTube

youtube_video tF2eCX3SSa4 · row tF2eCX3SSa4

LAION-DISCO-12M

El Gasero

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Gasero (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video u49SoNXYA5M · row u49SoNXYA5M

LAION-DISCO-12M

No Soy Cazador

Listed as Ritmo Y Sabor, Sabor De La Cumbia – No Soy Cazador (Exitos De Cumbias) · Watch on YouTube

youtube_video vwirG9hPT7g · row vwirG9hPT7g

LAION-DISCO-12M

El Cuarare

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Cuarare (Exitos De Cumbias) · Watch on YouTube

youtube_video wAWvASrzUyo · row wAWvASrzUyo

LAION-DISCO-12M

Cumbia De La Alberca

Listed as Cumbia Sonidera, Cumbias Poblanas, Ritmo y Sabor – Cumbia De La Alberca (Cumbias Sonideras de Antaño) · Watch on YouTube

youtube_video wKZLa-5Ef4I · row wKZLa-5Ef4I

LAION-DISCO-12M

Mi Moto

Listed as Ritmo Y Sabor, Sabor De La Cumbia – Mi Moto (Tropicales Para La Fiesta Vol. 2) · Watch on YouTube

youtube_video xNheAEDXPRA · row xNheAEDXPRA

LAION-DISCO-12M

La Cumbia De Harry

Listed as Ritmo Y Sabor, Sonideras, Sonidero – La Cumbia De Harry (Puras Cumbias Mix) · Watch on YouTube

youtube_video zfjzVQd0N5I · row zfjzVQd0N5I

LAION-DISCO-12M

El Cebollero

Listed as Ritmo Y Sabor, Sabor De La Cumbia – El Cebollero (Exitos De Cumbias) · Watch on YouTube

youtube_video zwjXSR4asG0 · row zwjXSR4asG0

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.