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 My one and only love, I Couldn't Sleep a Wink Last Night, America the Beautiful

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.

My one and only love

Listed as Robert Mellin, Frank Sinatra – My one and only love (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video -e7ONzbFo9I · row -e7ONzbFo9I

LAION-DISCO-12M

I Couldn't Sleep a Wink Last Night

Listed as Frank Sinatra, Axel Stordahl & His Orchestra – I Couldn't Sleep a Wink Last Night (The Wartime Years - Wartime Memories) · Watch on YouTube

youtube_video 2gbFuLEKodY · row 2gbFuLEKodY

LAION-DISCO-12M

America the Beautiful

Listed as Frank Sinatra, Alex Stordahl – America the Beautiful (The Greatest Jazz & Blues Music of Alltime, Vol. 10) · Watch on YouTube

youtube_video 4AfhboDjNvc · row 4AfhboDjNvc

LAION-DISCO-12M

My Romance

Listed as Frank Sinatra, Axel Stordahl – My Romance (Yesterday Singles, Vol. 10) · Watch on YouTube

youtube_video 50Qv9W6Thrs · row 50Qv9W6Thrs

LAION-DISCO-12M

Love Me

Listed as Frank Sinatra, Axel Stordahl – Love Me (Deep Night) · Watch on YouTube

youtube_video 6QMm3rBB_sk · row 6QMm3rBB_sk

LAION-DISCO-12M

Homesick, That's All

Listed as Frank Sinatra, Alex Stordahl – Homesick, That's All (A Little Taste) · Watch on YouTube

youtube_video AoVexhIpPXA · row AoVexhIpPXA

LAION-DISCO-12M

All Through the Day

Listed as Frank Sinatra, Alex Stordahl – All Through the Day (That Old Black Magic) · Watch on YouTube

youtube_video DJxu5Wv_NYY · row DJxu5Wv_NYY

LAION-DISCO-12M

You Are Too Beautiful

Listed as Frank Sinatra, Alex Stordahl – You Are Too Beautiful (The Greatest Jazz & Blues Music of Alltime, Vol. 10) · Watch on YouTube

youtube_video EXkLZ0hm4kc · row EXkLZ0hm4kc

LAION-DISCO-12M

I Could Write a Book (Alternate Version)

Listed as Frank Sinatra, Trudy Erwin – I Could Write a Book (Alternate Version) (Pal Joey (Original Motion Picture Soundtrack)) · Watch on YouTube

youtube_video G9tsh_1eSys · row G9tsh_1eSys

LAION-DISCO-12M

Mama Will Bark

Listed as Frank Sinatra, Axel Stordahl – Mama Will Bark (Deep Night) · Watch on YouTube

youtube_video JG73T8mQtRQ · row JG73T8mQtRQ

LAION-DISCO-12M

While the Angelus Was Ringing (Les Trois Cloches)

Listed as Frank Sinatra, Alex Stordahl – While the Angelus Was Ringing (Les Trois Cloches) (Yesterday Singles, Vol. 10) · Watch on YouTube

youtube_video JbOyAkWKybc · row JbOyAkWKybc

LAION-DISCO-12M

Jumbo: Little girl blue

Listed as Lorenz Hart, Frank Sinatra – Jumbo: Little girl blue (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video Mh_K-2cNSTU · row Mh_K-2cNSTU

LAION-DISCO-12M

I Fall In Love With You Ev'ry Day

Listed as Frank Sinatra, Alex Stordahl – I Fall In Love With You Ev'ry Day (That Old Black Magic) · Watch on YouTube

youtube_video PzDqOfe94EE · row PzDqOfe94EE

LAION-DISCO-12M

White Christmas (1947)

Listed as Frank Sinatra, Alex Stordahl and His Orchestra – White Christmas (1947) (White Christmas, Vol. 1) · Watch on YouTube

youtube_video Uu-E8TrPeNc · row Uu-E8TrPeNc

LAION-DISCO-12M

Walking In the Sunshine

Listed as Frank Sinatra, Axel Stordahl – Walking In the Sunshine (Deep Night) · Watch on YouTube

youtube_video XO-XmAT66Z0 · row XO-XmAT66Z0

LAION-DISCO-12M

The Old Master Painter

Listed as Frank Sinatra, Axel Stordahl – The Old Master Painter (I Gotta Feeling, Vol. 3) · Watch on YouTube

youtube_video dlJwunZ3FVg · row dlJwunZ3FVg

LAION-DISCO-12M

Stella by Starlight

Listed as Frank Sinatra, Axel Stordahl – Stella by Starlight (Yesterday Singles, Vol. 10) · Watch on YouTube

youtube_video iN3U2pTvFu0 · row iN3U2pTvFu0

LAION-DISCO-12M

For Every Man There's a Woman

Listed as Frank Sinatra, Alex Stordahl – For Every Man There's a Woman (Yesterday Hits, Vol. 1) · Watch on YouTube

youtube_video l-hg7KGOwJ4 · row l-hg7KGOwJ4

LAION-DISCO-12M

Babes in arms: My funny Valentine

Listed as Lorenz Hart, Frank Sinatra – Babes in arms: My funny Valentine (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video oUHqTbudeq8 · row oUHqTbudeq8

LAION-DISCO-12M

Sunshine Cake

Listed as Frank Sinatra, Axel Stordahl – Sunshine Cake (I Gotta Feeling, Vol. 3) · Watch on YouTube

youtube_video szVEWFHkeRc · row szVEWFHkeRc

LAION-DISCO-12M

Jingle Bells

Listed as Frank Sinatra, Orchestra Axel Stordahl – Jingle Bells (Christmas With Louis Armstrong and Fiends, Vol. 2 (Original Recordings)) · Watch on YouTube

youtube_video xK6YTXkAdxs · row xK6YTXkAdxs

LAION-DISCO-12M

Higher and higher: It never entered my mind

Listed as Lorenz Hart, Frank Sinatra – Higher and higher: It never entered my mind (Simply ... Blue Eyes! (The 2020 Remasters)) · Watch on YouTube

youtube_video yFwrSPhA1Sg · row yFwrSPhA1Sg

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.