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 It Only Happens Once, For All We Know, I Know That You Know

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.

It Only Happens Once

Listed as Nat King Cole, Oscar Moore, Johnny Miller – It Only Happens Once (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video 24VJIzfpgac · row 24VJIzfpgac

LAION-DISCO-12M

For All We Know

Listed as Nat "King" Cole, Gordon Jenkins And His Orchestra – For All We Know (The Very Thought Of You) · Watch on YouTube

youtube_video 36DWDgpOvrQ · row 36DWDgpOvrQ

LAION-DISCO-12M

I Know That You Know

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – I Know That You Know (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video 3A2HaLpV-Io · row 3A2HaLpV-Io

LAION-DISCO-12M

I Wish I Knew the Way to Your Heart

Listed as Nat "King" Cole, Gordon Jenkins And His Orchestra – I Wish I Knew the Way to Your Heart (The Very Thought Of You) · Watch on YouTube

youtube_video 3rxva-AQBH4 · row 3rxva-AQBH4

LAION-DISCO-12M

Cherchez la Femme

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

youtube_video 3wtE2tNoA1s · row 3wtE2tNoA1s

LAION-DISCO-12M

I Tho't You Ought to Know

Listed as Nat King Cole, Oscar Moore, Johnny Miller – I Tho't You Ought to Know (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video 5PXnmbJQ8jY · row 5PXnmbJQ8jY

LAION-DISCO-12M

What can I say? After I Say I'm Sorry

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – What can I say? After I Say I'm Sorry (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video 5ef97p5tnSM · row 5ef97p5tnSM

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

Prelude in C-Sharp Minor

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Prelude in C-Sharp Minor (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video 9iZDdSGi_hs · row 9iZDdSGi_hs

LAION-DISCO-12M

The Lighthouse in the Sky

Listed as Nat King Cole, Jack Costanzo, The Ray Charles Singers – The Lighthouse in the Sky (The Legendary Music of Sarah Vaughan, Nat King Cole, Coleman Hawkins, Eddie Condon and Other Hits, Vol. 8 (150 Songs)) · Watch on YouTube

youtube_video AW8t6tl8Cxc · row AW8t6tl8Cxc

LAION-DISCO-12M

Katusha

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Katusha (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video Bpv8Dz2P9Qo · row Bpv8Dz2P9Qo

LAION-DISCO-12M

Too Young

Listed as Nat King Cole, Les Baxter and His Orchestra – Too Young (The Les Baxter Collection 1943-62, Vol. 1) · Watch on YouTube

youtube_video CM3_ijzhqBY · row CM3_ijzhqBY

LAION-DISCO-12M

This Is All I Ask

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

youtube_video EhvKBIvrEZE · row EhvKBIvrEZE

LAION-DISCO-12M

Just You, Just Me

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – Just You, Just Me (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video F6H_jCxnNUc · row F6H_jCxnNUc

LAION-DISCO-12M

If You Can't Smile and Say Yes

Listed as Nat King Cole, Oscar Moore, Johnny Miller – If You Can't Smile and Say Yes (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video IpNiKVXWblM · row IpNiKVXWblM

LAION-DISCO-12M

Barcarolle

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Barcarolle (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video IpOnQYTiML0 · row IpOnQYTiML0

LAION-DISCO-12M

I Realize Now

Listed as Nat King Cole, Oscar Moore, Johnny Miller – I Realize Now (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video Ir24P9Jbgpw · row Ir24P9Jbgpw

LAION-DISCO-12M

Don't Blame Me

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Don't Blame Me (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video Kfbt6yMFGxg · row Kfbt6yMFGxg

LAION-DISCO-12M

The Man I Love

Listed as Nat King Cole, Oscar Moore, Johnny Miller – The Man I Love (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video LQaSn_6ZGhQ · row LQaSn_6ZGhQ

LAION-DISCO-12M

Bring Another Drink

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Bring Another Drink (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video MmDdSB2z-bw · row MmDdSB2z-bw

LAION-DISCO-12M

Embraceable You (From "Manhattan")

Listed as Nat King Cole, Oscar Moore – Embraceable You (From "Manhattan") (The Greatest Woody Allen's Movie Music (La grande musique jazz dans les films de Woody Allen)) · Watch on YouTube

youtube_video QwdG8FQv4mk · row QwdG8FQv4mk

LAION-DISCO-12M

My Heart Tells Me (Should I Believe My Heart?)

Listed as Nat "King" Cole, Gordon Jenkins And His Orchestra – My Heart Tells Me (Should I Believe My Heart?) (The Very Thought Of You) · Watch on YouTube

youtube_video RBpAwEMHRTo · row RBpAwEMHRTo

LAION-DISCO-12M

Rhumba Azul

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – Rhumba Azul (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video RP96_z6-tjE · row RP96_z6-tjE

LAION-DISCO-12M

I Don't Know Why

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – I Don't Know Why (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video TVKlP5GwzW0 · row TVKlP5GwzW0

LAION-DISCO-12M

I Love you for Sentimental Reasons

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – I Love you for Sentimental Reasons (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video _CzM05nrzVk · row _CzM05nrzVk

LAION-DISCO-12M

Paradise

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

youtube_video aj4rjiAvGoo · row aj4rjiAvGoo

LAION-DISCO-12M

What Is This Thing Called Love

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – What Is This Thing Called Love (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video e-RvbteW0rg · row e-RvbteW0rg

LAION-DISCO-12M

I Found a Million Dollar Baby (In a Five and Ten Cent Store)

Listed as Nat "King" Cole, Gordon Jenkins And His Orchestra – I Found a Million Dollar Baby (In a Five and Ten Cent Store) (The Very Thought Of You) · Watch on YouTube

youtube_video fGGSL_Mz5F4 · row fGGSL_Mz5F4

LAION-DISCO-12M

Look What You've Done to Me

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Look What You've Done to Me (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video fTpv8rix4_I · row fTpv8rix4_I

LAION-DISCO-12M

Jumpin' At Capitol

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Jumpin' At Capitol (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video fj76bzZGYWI · row fj76bzZGYWI

LAION-DISCO-12M

I'm a Shy Guy

Listed as Nat King Cole, Oscar Moore, Johnny Miller – I'm a Shy Guy (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video g6oFACqgaJg · row g6oFACqgaJg

LAION-DISCO-12M

It's Only a Paper Moon

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – It's Only a Paper Moon (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video h_8tuk7llqY · row h_8tuk7llqY

LAION-DISCO-12M

Honeysuckle Rose

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – Honeysuckle Rose (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video iJ07x2dBD14 · row iJ07x2dBD14

LAION-DISCO-12M

I Want to Be Happy

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – I Want to Be Happy (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video jHnxLpa_SZQ · row jHnxLpa_SZQ

LAION-DISCO-12M

You're Noboby Till Somebody Loves You

Listed as Nat King Cole, Oscar Moore, Johnny Miller – You're Noboby Till Somebody Loves You (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video lNTJGxNs9l4 · row lNTJGxNs9l4

LAION-DISCO-12M

Mona Lisa

Listed as Nat King Cole, Les Baxter & His Orchestra – Mona Lisa (Fabulous Fifties (50s)) · Watch on YouTube

youtube_video lOxIsQ2ZdsY · row lOxIsQ2ZdsY

LAION-DISCO-12M

I'm Thru With Love

Listed as Nat King Cole, Oscar Moore, Johnny Miller – I'm Thru With Love (Jazz in L.O.V.E. (Love in Every Song)) · Watch on YouTube

youtube_video phq5C93puQc · row phq5C93puQc

LAION-DISCO-12M

House of Morgan

Listed as Lionel Hampton, Nat King Cole, Oscar Moore – House of Morgan (The Greatest Hits of Fats Waller, Sidney Bechet, Fletcher Henderson and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video py7xnlHRS9I · row py7xnlHRS9I

LAION-DISCO-12M

But Beautiful

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

youtube_video q43QYdWcOSQ · row q43QYdWcOSQ

LAION-DISCO-12M

Lester Leaps in

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – Lester Leaps in (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video qJkKHsEvtNo · row qJkKHsEvtNo

LAION-DISCO-12M

Sweet Georgia Brown

Listed as Oscar Moore, Nat King Cole – Sweet Georgia Brown (The Best Jazz Hits of Billie Holiday, Charlie Parker, Fats Waller and Other Hits, Vol. 7 (160 Songs)) · Watch on YouTube

youtube_video rgEqLJ8Cv7o · row rgEqLJ8Cv7o

LAION-DISCO-12M

Straighten Up and Fly Right

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – Straighten Up and Fly Right (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video sf0EVjVR8MA · row sf0EVjVR8MA

LAION-DISCO-12M

Sweet Lorraine

Listed as Nat King Cole, Oscar Moore, Johnny Miller – Sweet Lorraine (The Wonderful Jazz Music of Charlie Barnet, The Mills Brothers, "Ma" Rainey, Mildred Bailey and Other Hits, Vol. 5 (160 Songs)) · Watch on YouTube

youtube_video vaxtiaP3ch4 · row vaxtiaP3ch4

LAION-DISCO-12M

I Just Can't See for Lookin'

Listed as Nat King Cole, Oscar Moore, Johnny Miller – I Just Can't See for Lookin' (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video vee6E4J5YFs · row vee6E4J5YFs

LAION-DISCO-12M

I'm in the Mood for Love

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – I'm in the Mood for Love (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video vm9n7JKi3fw · row vm9n7JKi3fw

LAION-DISCO-12M

It's Only a Paper Moon

Listed as Nat King Cole, Oscar Moore, Johnny Miller – It's Only a Paper Moon (Men in Jazz (The Greates American Men of All Time Sing the Greatest Songs of All Time - Nat King Cole, Louis Armostrong, Tony Bennett and Many Others...)) · Watch on YouTube

youtube_video waRniNtzkE0 · row waRniNtzkE0

LAION-DISCO-12M

Get Your Kicks On Route 66

Listed as Nat King Cole Trio, Oscar Moore, Johnny Miller – Get Your Kicks On Route 66 (The Best Music Collection of Benny Goodman, Oscar Moore, Joe Lippman, Roy Eldrige, Sarah Vaughan and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video wih24sWTDNQ · row wih24sWTDNQ

LAION-DISCO-12M

Cherie, I Love You

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

youtube_video yjslOp7ya1s · row yjslOp7ya1s

LAION-DISCO-12M

Doug-Re-Mi

Listed as Lionel Hampton, Nat King Cole, Oscar Moore – Doug-Re-Mi (The Greatest Hits of Fats Waller, Sidney Bechet, Fletcher Henderson and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video ytB3KkE6MOw · row ytB3KkE6MOw

LAION-DISCO-12M

Jivin' With Jarvis

Listed as Lionel Hampton, Nat King Cole, Oscar Moore – Jivin' With Jarvis (The Greatest Hits of Fats Waller, Sidney Bechet, Fletcher Henderson and Other Famous Artists, Vol. 4 (150 Songs)) · Watch on YouTube

youtube_video zlSywsiFNzE · row zlSywsiFNzE

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.