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 White Christmas, Love Me As Though There Were No Tomorrow (Remastered 2001), Autumn Leaves

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.

White Christmas

Listed as Bing Crosby, Frank Sinatra, Nat King Cole – White Christmas (Christmas Greats Bing, Frank & Nat) · Watch on YouTube

youtube_video -ZpRuSofIpw · row -ZpRuSofIpw

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Love Me As Though There Were No Tomorrow (Remastered 2001)

Listed as Nat King Cole – Love Me As Though There Were No Tomorrow (Remastered 2001) (This Is Nat King Cole) · Watch on YouTube

youtube_video 0EBQ3ITvn-s · row 0EBQ3ITvn-s

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Autumn Leaves

Listed as Nat King Cole – Autumn Leaves (Smile - 4 Track EP) · Watch on YouTube

youtube_video 0vppquzX_uk · row 0vppquzX_uk

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O Holy Night

Listed as Nat King Cole – O Holy Night (The Magic of Christmas) · Watch on YouTube

youtube_video 1tWOnFpL9lk · row 1tWOnFpL9lk

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Yo Vendo Unos Ojos Negros

Listed as Nat King Cole – Yo Vendo Unos Ojos Negros (A Mis Amigos (Expanded Edition)) · Watch on YouTube

youtube_video 4yPWDVU1WCU · row 4yPWDVU1WCU

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A Blossom Fell

Listed as Nat King Cole – A Blossom Fell (Spotlight on Nat King Cole) · Watch on YouTube

youtube_video ATgkWV7xJIk · row ATgkWV7xJIk

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Around The World - From "Around The World In 80 Days"

Listed as Nat King Cole, Orchestra Nelson Riddle – Around The World - From "Around The World In 80 Days" (Vintage Vocal Jazz / Swing Nº4 - EPs Collectors) · Watch on YouTube

youtube_video Ab0D9KYiWSQ · row Ab0D9KYiWSQ

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Mona Lisa

Listed as Nat King Cole – Mona Lisa (Forties Heroes & Sweethearts) · Watch on YouTube

youtube_video BfxEh9ceMkE · row BfxEh9ceMkE

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An Affair To Remember

Listed as Nat King Cole – An Affair To Remember (The Unforgettable Nat King Cole Sings The Great Songs) · Watch on YouTube

youtube_video BwWgx4voR08 · row BwWgx4voR08

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Too Young

Listed as Nat King Cole – Too Young (Unforgettable) · Watch on YouTube

youtube_video D0Ve_zXmeQ8 · row D0Ve_zXmeQ8

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Pretend

Listed as Nat King Cole – Pretend (Crooners Songs) · Watch on YouTube

youtube_video Dpn54y6vg-M · row Dpn54y6vg-M

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Noche De Ronda

Listed as Nat King Cole – Noche De Ronda (Boleros (Definitive Collection)) · Watch on YouTube

youtube_video F0hQhTns6rs · row F0hQhTns6rs

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Autumn Leaves ("Las Hojas Muertas")

Listed as Nat "King" Cole – Autumn Leaves ("Las Hojas Muertas") (Grandes Voces del Millenium (Volume 2)) · Watch on YouTube

youtube_video KbFYHfGyLF8 · row KbFYHfGyLF8

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Those Lazy, Hazy, Crazy Days Of Summer

Listed as Nat King Cole – Those Lazy, Hazy, Crazy Days Of Summer (Those Lazy Hazy Crazy Days Of Summer) · Watch on YouTube

youtube_video MRmEZMAfD3Y · row MRmEZMAfD3Y

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Mona Lisa

Listed as Nat King Cole – Mona Lisa (Grandes Voces del Millenium 30 Greatest Hits) · Watch on YouTube

youtube_video MeJ8iO3_OT4 · row MeJ8iO3_OT4

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(I Love You) for Sentimental Reasons

Listed as Nat King Cole – (I Love You) for Sentimental Reasons (Unforgettable) · Watch on YouTube

youtube_video NM7FjLzaKbE · row NM7FjLzaKbE

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Never Be Anyone Else but You

Listed as Nat "King" Cole – Never Be Anyone Else but You (100 Greatest Love Songs - Valentine's Day) · Watch on YouTube

youtube_video NZilBralqPY · row NZilBralqPY

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Ramblin' Rose

Listed as Nat King Cole – Ramblin' Rose (Ramblin Rose) · Watch on YouTube

youtube_video OmungyK5R_I · row OmungyK5R_I

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L-O-V-E (French Version)

Listed as Nat King Cole – L-O-V-E (French Version) (L-O-V-E) · Watch on YouTube

youtube_video S_PQywo4oSs · row S_PQywo4oSs

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Las Mananitas

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

youtube_video SpyMmY7HMCE · row SpyMmY7HMCE

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Deck the Halls

Listed as Nat King Cole with Orchestra – Deck the Halls (The Magic of Christmas (Original Album Plus Bonus Tracks)) · Watch on YouTube

youtube_video ThyfWiAZ-P4 · row ThyfWiAZ-P4

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Get Your Kicks On Route 66

Listed as Nat King Cole Trio – Get Your Kicks On Route 66 (Encyclopedia of Jazz, Vol. 3 (The History of Jazz: 1942-1946)) · Watch on YouTube

youtube_video U66DVkxk0v8 · row U66DVkxk0v8

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Orange Coloured Sky

Listed as Nat King Cole – Orange Coloured Sky (The Best of Nat King Cole) · Watch on YouTube

youtube_video UPEEoDoZpic · row UPEEoDoZpic

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Perfidia

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

youtube_video W52yxvWm24E · row W52yxvWm24E

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Unforgettable

Listed as Nat King Cole – Unforgettable (World War II - Greatest Radio Songs Vol. 2) · Watch on YouTube

youtube_video WO0DBSUwhLE · row WO0DBSUwhLE

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That's All

Listed as Nat King Cole – That's All (This Is Nat King Cole) · Watch on YouTube

youtube_video YDINjg6H5Eo · row YDINjg6H5Eo

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Nature Boy

Listed as Nat King Cole – Nature Boy (The Nat King Cole Story) · Watch on YouTube

youtube_video ZpF1J9FnD4E · row ZpF1J9FnD4E

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Luna Mezzo Mare

Listed as Dean Martin, Nat King Cole – Luna Mezzo Mare (Simply Dean Martin) · Watch on YouTube

youtube_video ZxqFDjXGS50 · row ZxqFDjXGS50

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The Girl From Ipanema

Listed as Nat King Cole – The Girl From Ipanema (L-O-V-E) · Watch on YouTube

youtube_video ZyMv5AjHHG0 · row ZyMv5AjHHG0

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O Tannenbaum

Listed as Nat King Cole – O Tannenbaum (Christmas Songs, Vol. 1) · Watch on YouTube

youtube_video _VJQcnxyP8Q · row _VJQcnxyP8Q

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Orange Colored Sky (1992 Digital Remaster)

Listed as Nat King Cole Trio – Orange Colored Sky (1992 Digital Remaster) (Nat King Cole) · Watch on YouTube

youtube_video cT_w_nEiNFc · row cT_w_nEiNFc

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Let There Be Love

Listed as Nat King Cole & George Shearing – Let There Be Love (The Only Easy Listening Album You'll Ever Need - 101 Unforgettable Tracks) · Watch on YouTube

youtube_video ca7DLIPifvY · row ca7DLIPifvY

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Autumn Leaves

Listed as Nat King Cole – Autumn Leaves (Sings For Two In Love (Remastered Version) (Doxy Collection)) · Watch on YouTube

youtube_video dbzBBk-OrqI · row dbzBBk-OrqI

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Smile (Mono / 1954 Version / Remastered 1992)

Listed as Nat King Cole – Smile (Mono / 1954 Version / Remastered 1992) (Ballads Of The Day) · Watch on YouTube

youtube_video dmJpKkNucnI · row dmJpKkNucnI

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Sweet Georgia Brown

Listed as Nat King Cole – Sweet Georgia Brown (Twist & Shout: Forever '50, Vol. 3) · Watch on YouTube

youtube_video exnq5Hymxlk · row exnq5Hymxlk

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Autumn Leaves

Listed as Nat King Cole – Autumn Leaves (Two of a Kind: Nat King Cole & Sammy Davis Jr.) · Watch on YouTube

youtube_video f7XUDwyCHmk · row f7XUDwyCHmk

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Aquellos Ojos Verdes

Listed as Nat King Cole – Aquellos Ojos Verdes (A Mis Amigos (Expanded Edition)) · Watch on YouTube

youtube_video gLD_typIKLM · row gLD_typIKLM

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Cachito

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

youtube_video jj7G1rB0Odg · row jj7G1rB0Odg

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That Sunday, That Summer

Listed as Nat King Cole – That Sunday, That Summer (The World Of Nat King Cole (Expanded Edition)) · Watch on YouTube

youtube_video kGYIH1ErFfg · row kGYIH1ErFfg

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Fly Me To The Moon

Listed as Nat King Cole, George Shearing – Fly Me To The Moon (Nat King Cole Sings, George Shearing Plays) · Watch on YouTube

youtube_video kHgRaDH4eRA · row kHgRaDH4eRA

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A Blossom Fell

Listed as Nat King Cole – A Blossom Fell (Forties Heroes & Sweethearts) · Watch on YouTube

youtube_video ldk4OYtbO7M · row ldk4OYtbO7M

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When I Fall in Love

Listed as Nat King Cole – When I Fall in Love (The Fabulous 50s - 1957) · Watch on YouTube

youtube_video mB8B_XfgE7g · row mB8B_XfgE7g

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Nature Boy

Listed as Nat King Cole – Nature Boy (Jazz Highway - Nat King Cole in Concert) · Watch on YouTube

youtube_video pcEiUHtknzg · row pcEiUHtknzg

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Maria Elena

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

youtube_video q3ASrSjNOoM · row q3ASrSjNOoM

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Pick Yourself Up

Listed as Nat King Cole, George Shearing – Pick Yourself Up (Nat King Cole Sings, George Shearing Plays) · Watch on YouTube

youtube_video sPNppP5-Q2c · row sPNppP5-Q2c

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Somewhere Along the Way

Listed as Nat King Cole – Somewhere Along the Way (Spotlight on Nat King Cole) · Watch on YouTube

youtube_video umUGYv09TMc · row umUGYv09TMc

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Te Quiero Duste

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

youtube_video wZKWiqPyb3M · row wZKWiqPyb3M

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I'm in the Mood for Love

Listed as Nat King Cole – I'm in the Mood for Love (Spotlight on Nat King Cole) · Watch on YouTube

youtube_video wzn5C2zQ_EQ · row wzn5C2zQ_EQ

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Impossible

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

youtube_video xX7RrpPDOx0 · row xX7RrpPDOx0

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Smile

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

youtube_video y2SusWSOuGE · row y2SusWSOuGE

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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.