Yes. Frank Sinatra has 822 songs listed in a dataset used to train AI music models.

Used for training 822

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, It's Beginning to Look a Lot Like Christmas, Pick Yourself Up

Listed under the artist name 822 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

LAION-DISCO-12M

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

Pick Yourself Up

Listed as Frank Sinatra, Ben Webster – Pick Yourself Up (The Classic Sessions) · Watch on YouTube

youtube_video 4B6aHERqIVQ · row 4B6aHERqIVQ

LAION-DISCO-12M

I'm gonna sit right down and write myself a letter

Listed as Joe Young, Frank Sinatra – I'm gonna sit right down and write myself a letter (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video 7LGtd_TtyB4 · row 7LGtd_TtyB4

LAION-DISCO-12M

At Long Last Love

Listed as Frank Sinatra, Ben Webster – At Long Last Love (The Classic Sessions) · Watch on YouTube

youtube_video 9mG6eaNKvgQ · row 9mG6eaNKvgQ

LAION-DISCO-12M

Dig Down Deep

Listed as Frank Sinatra, Tommy Dorsey, The Pied Pipers – Dig Down Deep (The Greatest Hits of Frank Sinatra, Paul Robeson, Benny Goodman and Other Famous Artists, Vol. 1) · Watch on YouTube

youtube_video BtzKW5quv6g · row BtzKW5quv6g

LAION-DISCO-12M

There Are Such Things

Listed as Frank Sinatra, The Pied Pipers – There Are Such Things (The Supreme 1940s, Vol. 2) · Watch on YouTube

youtube_video C1RmEu-UgG8 · row C1RmEu-UgG8

LAION-DISCO-12M

Blue Skies

Listed as Frank Sinatra, Tommy Dorsey, His Orchestra – Blue Skies (Take the "A" Train, Jazz of 1941) · Watch on YouTube

youtube_video Dw_UDXf53vU · row Dw_UDXf53vU

LAION-DISCO-12M

Ain't She Sweet

Listed as Frank Sinatra, Ben Webster – Ain't She Sweet (The Classic Sessions) · Watch on YouTube

youtube_video FG_mP7ixIH4 · row FG_mP7ixIH4

LAION-DISCO-12M

Fools Rush In

Listed as Frank Sinatra With Tommy Dorsey & His Orchestra, Tommy Dorsey, His Orchestra – Fools Rush In (Nostalgia 15 - Ah‚Ä¶those Memories) · Watch on YouTube

youtube_video FGfLjlQuXrQ · row FGfLjlQuXrQ

LAION-DISCO-12M

I'm Beginning to See the Light

Listed as Frank Sinatra, Ben Webster – I'm Beginning to See the Light (The Classic Sessions) · Watch on YouTube

youtube_video FXCoSPT3BC4 · row FXCoSPT3BC4

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

It worries me

Listed as Carl Sigman, Frank Sinatra – It worries me (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video GLJwRRwxJn4 · row GLJwRRwxJn4

LAION-DISCO-12M

For Once In My Life

Listed as Frank Sinatra, Gladys Knight, Stevie Wonder – For Once In My Life (Duets (20th Anniversary Deluxe Edition)) · Watch on YouTube

youtube_video HTECCG0YTaw · row HTECCG0YTaw

LAION-DISCO-12M

I'll Never Smile Again

Listed as Frank Sinatra, The Pied Pipers – I'll Never Smile Again (Great Love Songs, Vol. 2) · Watch on YouTube

youtube_video INdhrAJMc4M · row INdhrAJMc4M

LAION-DISCO-12M

Street of Dreams

Listed as Tommy Dorsey, Frank Sinatra, The Pied Pipers – Street of Dreams (1000 Hits of the Forties, Volume 11) · Watch on YouTube

youtube_video JgoTGxbd7wA · row JgoTGxbd7wA

LAION-DISCO-12M

Someone to Watch Over Me

Listed as Frank Sinatra, The Warner Bros. Studio Orchestra – Someone to Watch Over Me (Young At Heart, Tea for Two [Two Original Albums On One]) · Watch on YouTube

youtube_video KM7cXDKdArc · row KM7cXDKdArc

LAION-DISCO-12M

It Started All Over Again

Listed as Frank Sinatra, Tommy Dorsey, The Pied Pipers – It Started All Over Again (The Greatest Hits of Frank Sinatra, Paul Robeson, Benny Goodman and Other Famous Artists, Vol. 1) · Watch on YouTube

youtube_video KYnMykCjjmg · row KYnMykCjjmg

LAION-DISCO-12M

My Romance

Listed as Frank Sinatra, Dorothy Kirsten – My Romance (Perfect Duets, Vol. 1) · Watch on YouTube

youtube_video MuLsjY6mYDI · row MuLsjY6mYDI

LAION-DISCO-12M

Jubilee: Just one of those things

Listed as Cole Porter, Frank Sinatra – Jubilee: Just one of those things (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video N9poG4gAO8M · row N9poG4gAO8M

LAION-DISCO-12M

Just As Though You Were Here

Listed as Frank Sinatra, The Pied Pipers – Just As Though You Were Here (The Early Years) · Watch on YouTube

youtube_video NN8s6pgOtbk · row NN8s6pgOtbk

LAION-DISCO-12M

Serenade in Blue

Listed as Frank Sinatra, Ben Webster – Serenade in Blue (The Classic Sessions) · Watch on YouTube

youtube_video NQh5Gq0x9cE · row NQh5Gq0x9cE

LAION-DISCO-12M

I'll Be Seeing You

Listed as Tommy Dorsey, His Orchestra, Frank Sinatra – I'll Be Seeing You (The Songs of World War Ii: The Gold Collection) · Watch on YouTube

youtube_video Q-Uy-lbm99Q · row Q-Uy-lbm99Q

LAION-DISCO-12M

The Last Call for Love

Listed as Frank Sinatra, Tommy Dorsey, The Pied Pipers – The Last Call for Love (The Greatest Hits of Frank Sinatra, Paul Robeson, Benny Goodman and Other Famous Artists, Vol. 1) · Watch on YouTube

youtube_video RAIPl3iSG4I · row RAIPl3iSG4I

LAION-DISCO-12M

Snootie Little Cutie

Listed as Frank Sinatra, The Pied Pipers, Connie Haines – Snootie Little Cutie (The Early Years) · Watch on YouTube

youtube_video RFNX4ugE8XM · row RFNX4ugE8XM

LAION-DISCO-12M

Love Is Just Around the Corner

Listed as Frank Sinatra, Ben Webster – Love Is Just Around the Corner (The Classic Sessions) · Watch on YouTube

youtube_video Sb6V6DvxQ08 · row Sb6V6DvxQ08

LAION-DISCO-12M

The One I Love Belongs To Somebody Else

Listed as Tommy Dorsey and his Orchestra, Frank Sinatra, The Pied Pipers – The One I Love Belongs To Somebody Else (1000 Hits of the Forties, Volume 2) · Watch on YouTube

youtube_video VAtudYHzN_U · row VAtudYHzN_U

LAION-DISCO-12M

Imagination

Listed as Tommy Dorsey, His Orchestra, Frank Sinatra – Imagination (55 Legendary Big Band Tunes by Tommy Dorsey) · Watch on YouTube

youtube_video Y1Vj0GH-nXY · row Y1Vj0GH-nXY

LAION-DISCO-12M

I'll Never Smile Again

Listed as Frank Sinatra, The Pied Pipers, Tommy Dorsey & His Orchestra – I'll Never Smile Again (The Romance of Sinatra) · Watch on YouTube

youtube_video _kNWbahqwR0 · row _kNWbahqwR0

LAION-DISCO-12M

I Get a Kick out of You

Listed as Frank Sinatra, Ben Webster – I Get a Kick out of You (The Classic Sessions) · Watch on YouTube

youtube_video aH5KnlFghvw · row aH5KnlFghvw

LAION-DISCO-12M

Stardust (1994 Remastered)

Listed as Frank Sinatra, The Pied Pipers – Stardust (1994 Remastered) (The Song Is You) · Watch on YouTube

youtube_video bpBvz5YDLo0 · row bpBvz5YDLo0

LAION-DISCO-12M

Just As Though You Were Here

Listed as Frank Sinatra, Tommy Dorsey, The Pied Pipers – Just As Though You Were Here (The Greatest Hits of Frank Sinatra, Paul Robeson, Benny Goodman and Other Famous Artists, Vol. 1) · Watch on YouTube

youtube_video d7Lu4c0X8hs · row d7Lu4c0X8hs

LAION-DISCO-12M

Do I Worry?

Listed as The Pied Pipers, Frank Sinatra, Tommy Dorsey and his Orch. – Do I Worry? (Jazz Hits of The Early 40's Vol 5) · Watch on YouTube

youtube_video dDNg569Ea5Q · row dDNg569Ea5Q

LAION-DISCO-12M

Tangerine

Listed as Frank Sinatra, Ben Webster – Tangerine (The Classic Sessions) · Watch on YouTube

youtube_video eLi5Q3Ci_2Y · row eLi5Q3Ci_2Y

LAION-DISCO-12M

I Guess I'll Have to Dream the Rest

Listed as Frank Sinatra, Tommy Dorsey, The Pied Pipers – I Guess I'll Have to Dream the Rest (The Greatest Hits of Frank Sinatra, Paul Robeson, Benny Goodman and Other Famous Artists, Vol. 1) · Watch on YouTube

youtube_video fPGmMhrSgms · row fPGmMhrSgms

LAION-DISCO-12M

Let It Snow, Let It Snow, Let It Snow

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

youtube_video hSt9VCLVQ8w · row hSt9VCLVQ8w

LAION-DISCO-12M

Whispering

Listed as The Pied Pipers & Frank Sinatra, Frank Sinatra – Whispering (Frank Sinatra: Volume 03) · Watch on YouTube

youtube_video iDNCq2P0kGI · row iDNCq2P0kGI

LAION-DISCO-12M

Some Enchanted Evening (Reprise)

Listed as Frank Sinatra, Rosemary Clooney – Some Enchanted Evening (Reprise) (Reprise Rarities (Vol. 5)) · Watch on YouTube

youtube_video iclST6puhaQ · row iclST6puhaQ

LAION-DISCO-12M

(There'll Be a) Hot Time in the Town of Berlin

Listed as Frank Sinatra, The Warner Bros. Studio Orchestra – (There'll Be a) Hot Time in the Town of Berlin (Save Your Soul) · Watch on YouTube

youtube_video jF-LgVwk0OY · row jF-LgVwk0OY

LAION-DISCO-12M

They Can't Take That Away from Me

Listed as Frank Sinatra, Ben Webster – They Can't Take That Away from Me (The Classic Sessions) · Watch on YouTube

youtube_video liWSVM0Z514 · row liWSVM0Z514

LAION-DISCO-12M

Don't Cha Go 'way Mad

Listed as Frank Sinatra, Ben Webster – Don't Cha Go 'way Mad (The Classic Sessions) · Watch on YouTube

youtube_video munkpqmA4bs · row munkpqmA4bs

LAION-DISCO-12M

I Love You

Listed as Frank Sinatra, Ben Webster – I Love You (The Classic Sessions) · Watch on YouTube

youtube_video oda9G59LJPI · row oda9G59LJPI

LAION-DISCO-12M

Where Or When

Listed as Frank Sinatra, Eydie Gormé, Steve Lawrence – Where Or When (Duets (20th Anniversary Deluxe Edition)) · Watch on YouTube

youtube_video oylz8byqI-w · row oylz8byqI-w

LAION-DISCO-12M

Goody Goody

Listed as Frank Sinatra, Ben Webster – Goody Goody (The Classic Sessions) · Watch on YouTube

youtube_video qyWu4T7WnpQ · row qyWu4T7WnpQ

LAION-DISCO-12M

I've Got You Under My Skin

Listed as Frank Sinatra, Bono, U2 – I've Got You Under My Skin (Stay (Faraway So Close!)) · Watch on YouTube

youtube_video rkxedpoR0js · row rkxedpoR0js

LAION-DISCO-12M

The Dum Dot Song

Listed as Frank Sinatra, The Pied Pipers – The Dum Dot Song (1000 Hits of the Forties, Vol. 32) · Watch on YouTube

youtube_video sh5RPUXEBNg · row sh5RPUXEBNg

LAION-DISCO-12M

Yellow

Listed as Symphony Orchestra, Frank Sinatra (Conductor) – Yellow (The Golden Age of Light Music: A First A-Z of Light Music) · Watch on YouTube

youtube_video uxaSg5tCxtA · row uxaSg5tCxtA

LAION-DISCO-12M

Guess I'll Hang My Tears Out To Dry/In The Wee Small Hours Of The Morning

Listed as Frank Sinatra, Carly Simon – Guess I'll Hang My Tears Out To Dry/In The Wee Small Hours Of The Morning (Duets (20th Anniversary Deluxe Edition)) · Watch on YouTube

youtube_video vlQippVOJEk · row vlQippVOJEk

LAION-DISCO-12M

I'll Never Smile Again

Listed as The Pied Pipers, Frank Sinatra – I'll Never Smile Again (I'll Be Seeing You (Songs That Won The War)) · Watch on YouTube

youtube_video xQkPEpBS0_M · row xQkPEpBS0_M

LAION-DISCO-12M

Cherry Pies Ought to Be You

Listed as Frank Sinatra and Rosemary Clooney, Rosemary Clooney – Cherry Pies Ought to Be You (Timeless Songbooks: The Music of Cole Porter, Vol. 3) · Watch on YouTube

youtube_video zcYxsh8WlFs · row zcYxsh8WlFs

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.