Yes. Natalie Cole has 150 songs listed in a dataset used to train AI music models.

Used for training 150

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 Non Dimenticar, Jump Start (Extended Vocal Version), Thou Swell

Listed under the artist name 150 songs in LAION-DISCO-12M

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

Non Dimenticar

Listed as Natalie Cole – Non Dimenticar (Unforgettable: With Love) · Watch on YouTube

youtube_video -1EajoF7DLs · row -1EajoF7DLs

LAION-DISCO-12M

Jump Start (Extended Vocal Version)

Listed as Natalie Cole – Jump Start (Extended Vocal Version) (Everlasting) · Watch on YouTube

youtube_video -l86aK1r7CE · row -l86aK1r7CE

LAION-DISCO-12M

Thou Swell

Listed as Natalie Cole – Thou Swell (Unforgettable: With Love) · Watch on YouTube

youtube_video 04TrWxKf6rA · row 04TrWxKf6rA

LAION-DISCO-12M

Oye Como Va (feat. Arthur Hanlon)

Listed as Natalie Cole – Oye Como Va (feat. Arthur Hanlon) (Natalie Cole En Español) · Watch on YouTube

youtube_video 0nq1EiZbd5w · row 0nq1EiZbd5w

LAION-DISCO-12M

Amapola

Listed as Natalie Cole – Amapola (Natalie Cole En Español) · Watch on YouTube

youtube_video 12hCcyC7wU8 · row 12hCcyC7wU8

LAION-DISCO-12M

Straighten Up and Fly Right

Listed as Natalie Cole – Straighten Up and Fly Right (Unforgettable: With Love) · Watch on YouTube

youtube_video 18E4bvKxP70 · row 18E4bvKxP70

LAION-DISCO-12M

Darling, Je Vous Aime Beaucoup

Listed as Natalie Cole – Darling, Je Vous Aime Beaucoup (Unforgettable: With Love) · Watch on YouTube

youtube_video 1jK81Ggvzfw · row 1jK81Ggvzfw

LAION-DISCO-12M

Keeping A Light

Listed as Natalie Cole – Keeping A Light (Thankful) · Watch on YouTube

youtube_video 2R_oNSsxiIA · row 2R_oNSsxiIA

LAION-DISCO-12M

I'm Catching Hell (Living Here Alone) (Live)

Listed as Natalie Cole – I'm Catching Hell (Living Here Alone) (Live) (Natalie Live) · Watch on YouTube

youtube_video 2Ya3COAITnY · row 2Ya3COAITnY

LAION-DISCO-12M

You Gotta Be

Listed as Natalie Cole – You Gotta Be (Leavin') · Watch on YouTube

youtube_video 3AmYkDftsQg · row 3AmYkDftsQg

LAION-DISCO-12M

Lush Life

Listed as Natalie Cole – Lush Life (Unforgettable: With Love) · Watch on YouTube

youtube_video 3YEMbEu797c · row 3YEMbEu797c

LAION-DISCO-12M

Peaceful Living

Listed as Natalie Cole – Peaceful Living (Unpredictable) · Watch on YouTube

youtube_video 77amcqe71nQ · row 77amcqe71nQ

LAION-DISCO-12M

What A Difference A Day Made

Listed as Natalie Cole – What A Difference A Day Made (Stardust) · Watch on YouTube

youtube_video 7di6IQKc4AI · row 7di6IQKc4AI

LAION-DISCO-12M

This Can't Be Love

Listed as Natalie Cole – This Can't Be Love (Unforgettable: With Love) · Watch on YouTube

youtube_video 7x3HWSDYBzw · row 7x3HWSDYBzw

LAION-DISCO-12M

The Christmas Song (feat. Natalie Cole)

Listed as Nat King Cole, Natalie Cole – The Christmas Song (feat. Natalie Cole) (The Christmas Song (1999 Digital Remaster)) · Watch on YouTube

youtube_video 8iuVTPPHTDo · row 8iuVTPPHTDo

LAION-DISCO-12M

In My Reality

Listed as Natalie Cole – In My Reality (Everlasting) · Watch on YouTube

youtube_video 9zLtLnu-y4o · row 9zLtLnu-y4o

LAION-DISCO-12M

Bachata Rosa (feat. Juan Luis Guerra)

Listed as Natalie Cole – Bachata Rosa (feat. Juan Luis Guerra) (Natalie Cole En Español) · Watch on YouTube

youtube_video EItRCwLnLy8 · row EItRCwLnLy8

LAION-DISCO-12M

Cottage For Sale

Listed as Natalie Cole – Cottage For Sale (Unforgettable...With Love) · Watch on YouTube

youtube_video Em4JmGkIfd0 · row Em4JmGkIfd0

LAION-DISCO-12M

Good To Be Back

Listed as Natalie Cole – Good To Be Back (Good To Be Back) · Watch on YouTube

youtube_video Faun-9oHsg8 · row Faun-9oHsg8

LAION-DISCO-12M

Lucy In The Sky With Diamonds (Live)

Listed as Natalie Cole – Lucy In The Sky With Diamonds (Live) (Natalie Live) · Watch on YouTube

youtube_video GNw6OqF7K5U · row GNw6OqF7K5U

LAION-DISCO-12M

Jingle Bells

Listed as Natalie Cole – Jingle Bells (Holly & Ivy) · Watch on YouTube

youtube_video GSJ_gSQJzqE · row GSJ_gSQJzqE

LAION-DISCO-12M

When I Fall In Love

Listed as Natalie Cole – When I Fall In Love (Everlasting) · Watch on YouTube

youtube_video GlAZk8QqP74 · row GlAZk8QqP74

LAION-DISCO-12M

That Sunday That Summer

Listed as Natalie Cole – That Sunday That Summer (Unforgettable: With Love) · Watch on YouTube

youtube_video Ic6CFSE15LQ · row Ic6CFSE15LQ

LAION-DISCO-12M

There Ain't Nothing Stronger Than Love

Listed as Natalie Cole – There Ain't Nothing Stronger Than Love (Thankful) · Watch on YouTube

youtube_video KsHnQwvw6B8 · row KsHnQwvw6B8

LAION-DISCO-12M

I Can't Say No (Live)

Listed as Natalie Cole – I Can't Say No (Live) (Natalie Live) · Watch on YouTube

youtube_video KsXidl1Cito · row KsXidl1Cito

LAION-DISCO-12M

Cry Me A River

Listed as Natalie Cole – Cry Me A River (Take A Look) · Watch on YouTube

youtube_video NCTJmMX6qm0 · row NCTJmMX6qm0

LAION-DISCO-12M

Party Lights

Listed as Natalie Cole – Party Lights (Unpredictable) · Watch on YouTube

youtube_video OoMsRSLVMgA · row OoMsRSLVMgA

LAION-DISCO-12M

Avalon

Listed as Natalie Cole – Avalon (Unforgettable: With Love) · Watch on YouTube

youtube_video PFBOCH7g6U8 · row PFBOCH7g6U8

LAION-DISCO-12M

Joey

Listed as Natalie Cole – Joey (Inseparable) · Watch on YouTube

youtube_video QBbfTXXg6d8 · row QBbfTXXg6d8

LAION-DISCO-12M

Day Dreaming

Listed as Natalie Cole – Day Dreaming (Leavin') · Watch on YouTube

youtube_video RTxkBMGQtZ8 · row RTxkBMGQtZ8

LAION-DISCO-12M

Don't Get Around Much Anymore

Listed as Natalie Cole – Don't Get Around Much Anymore (Unforgettable: With Love) · Watch on YouTube

youtube_video SN32kQPOWvk · row SN32kQPOWvk

LAION-DISCO-12M

A Smile Like Yours

Listed as Natalie Cole – A Smile Like Yours (Love Essentials) · Watch on YouTube

youtube_video TDkTNXWHgZk · row TDkTNXWHgZk

LAION-DISCO-12M

Too Young

Listed as Natalie Cole – Too Young (Unforgettable: With Love) · Watch on YouTube

youtube_video V8QfE3wJa0o · row V8QfE3wJa0o

LAION-DISCO-12M

Our Love Is Here To Stay

Listed as Natalie Cole – Our Love Is Here To Stay (Unforgettable: With Love) · Watch on YouTube

youtube_video VzSFPeddTHM · row VzSFPeddTHM

LAION-DISCO-12M

Pink Cadillac

Listed as Natalie Cole – Pink Cadillac (Everlasting) · Watch on YouTube

youtube_video Z-MWNv7S6_w · row Z-MWNv7S6_w

LAION-DISCO-12M

As Time Goes By

Listed as Natalie Cole – As Time Goes By (Take A Look) · Watch on YouTube

youtube_video ZKdH8-jy99I · row ZKdH8-jy99I

LAION-DISCO-12M

Noche De Ronda

Listed as Natalie Cole – Noche De Ronda (Natalie Cole En Español) · Watch on YouTube

youtube_video _jDbTjhd5lo · row _jDbTjhd5lo

LAION-DISCO-12M

Autumn Leaves (Live at Avo Session Basel 2009)

Listed as Natalie Cole – Autumn Leaves (Live at Avo Session Basel 2009) (Our Love Is Here to Stay (Live at Avo Session Basel 2009)) · Watch on YouTube

youtube_video _mT55bUMh90 · row _mT55bUMh90

LAION-DISCO-12M

Good Morning Heartache

Listed as Natalie Cole – Good Morning Heartache (Natalie) · Watch on YouTube

youtube_video dxe8uo2aV7E · row dxe8uo2aV7E

LAION-DISCO-12M

Gonna Make You Mine

Listed as Natalie Cole – Gonna Make You Mine (Good To Be Back) · Watch on YouTube

youtube_video i8RrN6l3z6M · row i8RrN6l3z6M

LAION-DISCO-12M

Angel On My Shoulder

Listed as Natalie Cole – Angel On My Shoulder (Love Essentials) · Watch on YouTube

youtube_video lromNgcXhA8 · row lromNgcXhA8

LAION-DISCO-12M

Almost Like Being In Love

Listed as Natalie Cole – Almost Like Being In Love (Unforgettable: With Love) · Watch on YouTube

youtube_video q-5_-ocSkn8 · row q-5_-ocSkn8

LAION-DISCO-12M

They Can't Take That Away From Me

Listed as Frank Sinatra, Natalie Cole – They Can't Take That Away From Me (Duets (20th Anniversary Deluxe Edition)) · Watch on YouTube

youtube_video q4lbbEqUcOs · row q4lbbEqUcOs

LAION-DISCO-12M

Paper Moon

Listed as Natalie Cole – Paper Moon (Unforgettable...With Love) · Watch on YouTube

youtube_video qiwDKoQslVc · row qiwDKoQslVc

LAION-DISCO-12M

Coffee Time

Listed as Natalie Cole – Coffee Time (Still Unforgettable (Expanded Edition)) · Watch on YouTube

youtube_video rSe__8FRHQg · row rSe__8FRHQg

LAION-DISCO-12M

Nature Boy

Listed as Natalie Cole – Nature Boy (Unforgettable: With Love) · Watch on YouTube

youtube_video vY_48AZtrKM · row vY_48AZtrKM

LAION-DISCO-12M

So Many Stars

Listed as Natalie Cole – So Many Stars (Ask A Woman Who Knows) · Watch on YouTube

youtube_video vzG8Gj5Y_qY · row vzG8Gj5Y_qY

LAION-DISCO-12M

Be Thankful

Listed as Natalie Cole – Be Thankful (Thankful) · Watch on YouTube

youtube_video waUx1nWBHN8 · row waUx1nWBHN8

LAION-DISCO-12M

Stardust

Listed as Natalie Cole – Stardust (Stardust) · Watch on YouTube

youtube_video xw6fTbiLETY · row xw6fTbiLETY

LAION-DISCO-12M

Mona Lisa

Listed as Natalie Cole – Mona Lisa (Unforgettable: With Love) · Watch on YouTube

youtube_video zkvYyr9SX88 · row zkvYyr9SX88

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.