Yes. Nat King Cole has 305 songs listed in a dataset used to train AI music models.

Used for training 305

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 Ace'rcate Mas, Walking' My Baby Back Home (Bonus Track), Solamente Una Vez

Listed under the artist name 305 songs in LAION-DISCO-12M

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

Ace'rcate Mas

Listed as Nat King Cole – Ace'rcate Mas (Cole Espanol - Nat King Cole's Spanish Album) · Watch on YouTube

youtube_video -ctykCcWqfg · row -ctykCcWqfg

LAION-DISCO-12M

Walking' My Baby Back Home (Bonus Track)

Listed as Nat King Cole – Walking' My Baby Back Home (Bonus Track) (Just One of Those Things (Bonus Track Version)) · Watch on YouTube

youtube_video -qFLVcqRwzY · row -qFLVcqRwzY

LAION-DISCO-12M

Solamente Una Vez

Listed as Nat King Cole – Solamente Una Vez (More Cole Español) · Watch on YouTube

youtube_video 1Og_T_X0qdw · row 1Og_T_X0qdw

LAION-DISCO-12M

ラヴ (日本語ヴァージョン) - L-O-V-E (Japanese Version / Remastered 2004)

Listed as Nat King Cole – ラヴ (日本語ヴァージョン) - L-O-V-E (Japanese Version / Remastered 2004) (The World Of Nat King Cole (Expanded Edition)) · Watch on YouTube

youtube_video 2opaVONSaHQ · row 2opaVONSaHQ

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Mona Lisa

Listed as Nat King Cole – Mona Lisa (Nat King Cole) · Watch on YouTube

youtube_video 3OSuGg-BQYk · row 3OSuGg-BQYk

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It's Beginning to Look a Lot Like Christmas

Listed as Bing Crosby, Frank Sinatra, Nat King Cole – It's Beginning to Look a Lot Like Christmas (Christmas Greats Bing, Frank & Nat) · Watch on YouTube

youtube_video 45AHmklFNw0 · row 45AHmklFNw0

LAION-DISCO-12M

Orange Coloured Sky

Listed as Nat King Cole – Orange Coloured Sky (20th Century Icons - Nat King Cole) · Watch on YouTube

youtube_video 5Ux2g5KSaPQ · row 5Ux2g5KSaPQ

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Piel Canela

Listed as Nat King Cole – Piel Canela (More Cole Espagnol) · Watch on YouTube

youtube_video 6JYi9p_bc54 · row 6JYi9p_bc54

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Unfogettable

Listed as Nat King Cole – Unfogettable (Golden Memory: Super Hits International, Vol. 5) · Watch on YouTube

youtube_video 70u7Y4qGmH4 · row 70u7Y4qGmH4

LAION-DISCO-12M

(Get Your Kicks On) Route 66

Listed as Nat King Cole – (Get Your Kicks On) Route 66 (Nature Boy) · Watch on YouTube

youtube_video 7IryLsMd3H8 · row 7IryLsMd3H8

LAION-DISCO-12M

Magnificent Obsession

Listed as Nat King Cole – Magnificent Obsession (The Very Thought Of You (Expanded Edition)) · Watch on YouTube

youtube_video 7_sHpwnP8pM · row 7_sHpwnP8pM

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On The Street Where You Live

Listed as Nat King Cole – On The Street Where You Live (My Fair Lady) · Watch on YouTube

youtube_video 996p30ta3Zc · row 996p30ta3Zc

LAION-DISCO-12M

The Christmas Song

Listed as Nat King Cole – The Christmas Song (Essential Cocktail Lounge Christmas Classics) · Watch on YouTube

youtube_video 9rHHGjXxtfo · row 9rHHGjXxtfo

LAION-DISCO-12M

Making Believe You're Here

Listed as Nat King Cole – Making Believe You're Here (The Very Thought Of You (Expanded Edition)) · Watch on YouTube

youtube_video 9tm4zGbatSM · row 9tm4zGbatSM

LAION-DISCO-12M

Stardust (from 'Sleepless In Seattle')

Listed as Nat King Cole – Stardust (from 'Sleepless In Seattle') (Love At The Movies) · Watch on YouTube

youtube_video AkEW4oKQ46k · row AkEW4oKQ46k

LAION-DISCO-12M

Too Young

Listed as Nat King Cole – Too Young (Big Band Bossa Nova) · Watch on YouTube

youtube_video CfQRx0tLmiA · row CfQRx0tLmiA

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(I Love You) For Sentimental Reasons

Listed as Nat King Cole – (I Love You) For Sentimental Reasons (A Sentimental Christmas With Nat King Cole And Friends: Cole Classics Reimagined) · Watch on YouTube

youtube_video DNdlePcd6bM · row DNdlePcd6bM

LAION-DISCO-12M

Love Is a Many Splendored Thing

Listed as Nat King Cole – Love Is a Many Splendored Thing (Nat King Cole) · Watch on YouTube

youtube_video EYLOkh2tKQE · row EYLOkh2tKQE

LAION-DISCO-12M

The Man Who Plays the Mandolino

Listed as Dean Martin, Nat King Cole – The Man Who Plays the Mandolino (Simply Dean Martin) · Watch on YouTube

youtube_video Eqt11ME2eQg · row Eqt11ME2eQg

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Mona Lisa

Listed as Nat King Cole – Mona Lisa (African-American Blues Icons) · Watch on YouTube

youtube_video F0NgCdknVqI · row F0NgCdknVqI

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Unforgettable (Live at the Blue Note Chicago)

Listed as Nat King Cole – Unforgettable (Live at the Blue Note Chicago) (Unforgettable (Live at the Blue Note Chicago)) · Watch on YouTube

youtube_video FXCD8l51xTY · row FXCD8l51xTY

LAION-DISCO-12M

I'll Be Home for Christmas

Listed as Bing Crosby, Frank Sinatra, Nat King Cole – I'll Be Home for Christmas (Christmas Greats Bing, Frank & Nat) · Watch on YouTube

youtube_video FxyFswQMlGQ · row FxyFswQMlGQ

LAION-DISCO-12M

Let There Be Love

Listed as Nat King Cole, George Shearing – Let There Be Love (Nat King Cole Sings, George Shearing Plays) · Watch on YouTube

youtube_video Fyt9MFZ_SMc · row Fyt9MFZ_SMc

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No Me Platiques

Listed as Nat King Cole – No Me Platiques (More Cole Espagnol) · Watch on YouTube

youtube_video G-8VEpin8vQ · row G-8VEpin8vQ

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O Come All Ye Faithful

Listed as Nat King Cole – O Come All Ye Faithful (The Christmas Song (Expanded Edition)) · Watch on YouTube

youtube_video IJRJMIJQVeM · row IJRJMIJQVeM

LAION-DISCO-12M

Tu, Mi Delerio

Listed as Nat King Cole – Tu, Mi Delerio (Cole Espanol - Nat King Cole's Spanish Album) · Watch on YouTube

youtube_video INtC3WMxRt8 · row INtC3WMxRt8

LAION-DISCO-12M

Joy to the World

Listed as Nat King Cole – Joy to the World (The Magic of Christmas) · Watch on YouTube

youtube_video K2dm3FgTvGc · row K2dm3FgTvGc

LAION-DISCO-12M

The More I See You

Listed as Nat "King" Cole, Gordon Jenkins And His Orchestra – The More I See You (The Very Thought Of You) · Watch on YouTube

youtube_video Nd0kGcG1oyM · row Nd0kGcG1oyM

LAION-DISCO-12M

Hark! The Herald Angels Sing / It Came Upon a Midnight Clear

Listed as Nat King Cole – Hark! The Herald Angels Sing / It Came Upon a Midnight Clear (Bing & Frank + Nat & Dean - "Make Mine a Double" - White Christmas) · Watch on YouTube

youtube_video NfALaQJfed0 · row NfALaQJfed0

LAION-DISCO-12M

El Bodeguero

Listed as Nat King Cole – El Bodeguero (Cole Espanol - Nat King Cole's Spanish Album) · Watch on YouTube

youtube_video Og-NivF1r3M · row Og-NivF1r3M

LAION-DISCO-12M

Adelita

Listed as Nat King Cole – Adelita (Cole Espanol - Nat King Cole's Spanish Album) · Watch on YouTube

youtube_video R4DjH7MlMFw · row R4DjH7MlMFw

LAION-DISCO-12M

A Nightingale Sang In Berkeley Square

Listed as Nat King Cole – A Nightingale Sang In Berkeley Square (The Touch Of Your Lips) · Watch on YouTube

youtube_video WALrX2Hzmzk · row WALrX2Hzmzk

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A Blossom Fell

Listed as Nat King Cole – A Blossom Fell (Ballads of the Day) · Watch on YouTube

youtube_video Xis_oxJdxYk · row Xis_oxJdxYk

LAION-DISCO-12M

Capullito De Aleli

Listed as Nat King Cole – Capullito De Aleli (A Mis Amigos (Expanded Edition)) · Watch on YouTube

youtube_video YuWtgJ38mkI · row YuWtgJ38mkI

LAION-DISCO-12M

Ay, Cosita Linda

Listed as Nat King Cole – Ay, Cosita Linda (A Mis Amigos (Expanded Edition)) · Watch on YouTube

youtube_video _LyAQugh8LM · row _LyAQugh8LM

LAION-DISCO-12M

Arriverderci Roma

Listed as Nat King Cole – Arriverderci Roma (Cole Espanol - Nat King Cole's Spanish Album) · Watch on YouTube

youtube_video c6tIgiRoB58 · row c6tIgiRoB58

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Mona Lisa

Listed as Nat King Cole – Mona Lisa (The Nat King Cole Story) · Watch on YouTube

youtube_video cR7EP6sXWFg · row cR7EP6sXWFg

LAION-DISCO-12M

Straighten Up and Fly Right

Listed as Nat King Cole – Straighten Up and Fly Right (One Hour With Nat King Cole) · Watch on YouTube

youtube_video hh-bxIB85WU · row hh-bxIB85WU

LAION-DISCO-12M

'Tis Autumn

Listed as Nat King Cole Trio – 'Tis Autumn (The Complete Capitol Recordings Of The Nat King Cole Trio) · Watch on YouTube

youtube_video hph8xZTq2ZY · row hph8xZTq2ZY

LAION-DISCO-12M

Mona Lisa

Listed as Nat King Cole – Mona Lisa (Vocal and Instrumental Greats - Part 11 - Jazz and Pop) · Watch on YouTube

youtube_video k49h3rCeXho · row k49h3rCeXho

LAION-DISCO-12M

My Kind Of Girl

Listed as Nat King Cole – My Kind Of Girl (L-O-V-E) · Watch on YouTube

youtube_video kaCR9-IkxvQ · row kaCR9-IkxvQ

LAION-DISCO-12M

This Is All I Ask

Listed as Nat King Cole – This Is All I Ask (The Very Thought Of You (Expanded Edition)) · Watch on YouTube

youtube_video lZ6tigDl6U0 · row lZ6tigDl6U0

LAION-DISCO-12M

Noche De Ronda

Listed as Nat King Cole – Noche De Ronda (Cole Espanol - Nat King Cole's Spanish Album) · Watch on YouTube

youtube_video m4s8IN__5pk · row m4s8IN__5pk

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Somewhere Along The Way

Listed as Nat King Cole – Somewhere Along The Way (The Nat King Cole Story) · Watch on YouTube

youtube_video nQsp2x42kFQ · row nQsp2x42kFQ

LAION-DISCO-12M

Fascination - From "Love In The Afternoon"

Listed as Nat King Cole, Orchestra Nelson Riddle – Fascination - From "Love In The Afternoon" (Vintage Vocal Jazz / Swing Nº4 - EPs Collectors) · Watch on YouTube

youtube_video nXyXv7ZgtE4 · row nXyXv7ZgtE4

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Lush Life

Listed as Nat King Cole – Lush Life (The Nat King Cole Story) · Watch on YouTube

youtube_video oTSVj7PRgU8 · row oTSVj7PRgU8

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Answer Me, My Love

Listed as Nat King Cole – Answer Me, My Love (The Nat King Cole Story) · Watch on YouTube

youtube_video qUk_mvpGQwI · row qUk_mvpGQwI

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The Christmas Song (feat. Nelson Riddle & His Orchestra)

Listed as Nat King Cole – The Christmas Song (feat. Nelson Riddle & His Orchestra) (The Christmas Song) · Watch on YouTube

youtube_video y1nQ1SjdfJ8 · row y1nQ1SjdfJ8

LAION-DISCO-12M

Goodnight, Irene, Goodnight

Listed as Nat King Cole – Goodnight, Irene, Goodnight (Ramblin Rose) · Watch on YouTube

youtube_video ytRBqzqKXQo · row ytRBqzqKXQo

LAION-DISCO-12M

Let's Face The Music And Dance

Listed as Nat King Cole – Let's Face The Music And Dance (Let's Face The Music) · Watch on YouTube

youtube_video zAwRBlKSgw4 · row zAwRBlKSgw4

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.