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 Falling in Love With Love, American Patrol, High Hopes

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.

Falling in Love With Love

Listed as Frank Sinatra – Falling in Love With Love (Grandes Voces del Millenium (Volume 2)) · Watch on YouTube

youtube_video -43lU-TgkTs · row -43lU-TgkTs

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American Patrol

Listed as Frank Sinatra – American Patrol (In the Mood, Glenn Miller Moonlight Serenade) · Watch on YouTube

youtube_video -eniGMvfXWM · row -eniGMvfXWM

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High Hopes

Listed as Frank Sinatra, Nelson Riddle and His Orchestra – High Hopes (Where Are You? (Original Album Plus Bonus Tracks)) · Watch on YouTube

youtube_video 0-zw5UEXzIA · row 0-zw5UEXzIA

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How Do You Keep The Music Playing? (feat. Quincy Jones)

Listed as Frank Sinatra – How Do You Keep The Music Playing? (feat. Quincy Jones) (L.A. Is My Lady) · Watch on YouTube

youtube_video 2bs7qIb6Uug · row 2bs7qIb6Uug

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Santa Claus Is Coming To Town

Listed as Frank Sinatra – Santa Claus Is Coming To Town (It's A Wonderful Christmas) · Watch on YouTube

youtube_video 4AK5VdYfKlw · row 4AK5VdYfKlw

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Body And Soul (2008 Remastered)

Listed as Frank Sinatra – Body And Soul (2008 Remastered) (Nothing But The Best (2008 Remastered)) · Watch on YouTube

youtube_video 4LnEuDASRWY · row 4LnEuDASRWY

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I Get a Kick out of You

Listed as Frank Sinatra – I Get a Kick out of You (Romantic Ballads, Vol. 2) · Watch on YouTube

youtube_video 4hiw7HCKbFo · row 4hiw7HCKbFo

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Nice 'n' Easy (Remastered 1999)

Listed as Frank Sinatra – Nice 'n' Easy (Remastered 1999) (Nice 'n' Easy (Remastered / Expanded Edition)) · Watch on YouTube

youtube_video 6LO2IpBKtlw · row 6LO2IpBKtlw

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Love's Been Good To Me

Listed as Frank Sinatra – Love's Been Good To Me (A Man Alone: The Words And Music Of McKuen) · Watch on YouTube

youtube_video 6WvQxY0txWU · row 6WvQxY0txWU

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The September Of My Years

Listed as Frank Sinatra – The September Of My Years (A Man And His Music) · Watch on YouTube

youtube_video 75MNWWV2tRw · row 75MNWWV2tRw

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I've Got You Under My Skin

Listed as Frank Sinatra – I've Got You Under My Skin (Sinatra 80th: All The Best) · Watch on YouTube

youtube_video 7P3TuCfjX_w · row 7P3TuCfjX_w

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Me and My Shadow

Listed as Frank Sinatra, Sammy Davis, Jr. – Me and My Shadow (American Sounds of the 60's - Vol. 3) · Watch on YouTube

youtube_video 8v0y9rDyCw8 · row 8v0y9rDyCw8

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When You're Smiling (The Whole World Smiles With You) (1999 Remastered)

Listed as Frank Sinatra – When You're Smiling (The Whole World Smiles With You) (1999 Remastered) (Sinatra's Swingin' Session!!! And More (Remastered / Expanded Edition)) · Watch on YouTube

youtube_video 9Lh_BbEdzdY · row 9Lh_BbEdzdY

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Yesterday

Listed as Frank Sinatra – Yesterday (My Way (Remastered 2024)) · Watch on YouTube

youtube_video D0DYs__H300 · row D0DYs__H300

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A Day In The Life Of A Fool

Listed as Frank Sinatra – A Day In The Life Of A Fool (My Way (Remastered 2024)) · Watch on YouTube

youtube_video DIOhztd51LI · row DIOhztd51LI

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Come Fly With Me

Listed as Frank Sinatra, Luis Miguel – Come Fly With Me (Duets (20th Anniversary Deluxe Edition)) · Watch on YouTube

youtube_video F_7a8CpWAo4 · row F_7a8CpWAo4

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Wave

Listed as Antonio Carlos Jobim, Frank Sinatra – Wave (Sinatra & Company) · Watch on YouTube

youtube_video FebPXqfHjHw · row FebPXqfHjHw

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Love Me Tender|Witchcraft (Live)

Listed as Elvis Presley, Frank Sinatra – Love Me Tender|Witchcraft (Live) (Presley Vs. Sinatra - Witchcraft) · Watch on YouTube

youtube_video GsYaj6rxyNU · row GsYaj6rxyNU

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Stardust

Listed as Frank Sinatra – Stardust (The Rat Pack) · Watch on YouTube

youtube_video NNayUpBZDJA · row NNayUpBZDJA

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Santa Claus Is Coming To Town

Listed as Frank Sinatra – Santa Claus Is Coming To Town (The Christmas Collection) · Watch on YouTube

youtube_video NoWIbpHReLE · row NoWIbpHReLE

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Watch What Happens

Listed as Frank Sinatra – Watch What Happens (My Way (Remastered 2024)) · Watch on YouTube

youtube_video PYkXNhxlMTo · row PYkXNhxlMTo

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We'll Meet Again

Listed as Frank Sinatra – We'll Meet Again (Sinatra Sings Great Songs From Great Britain) · Watch on YouTube

youtube_video PdSAo-2PB3w · row PdSAo-2PB3w

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Cycles

Listed as Frank Sinatra – Cycles (Cycles) · Watch on YouTube

youtube_video PihpgfpiHQk · row PihpgfpiHQk

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The Lady Is a Tramp

Listed as Frank Sinatra – The Lady Is a Tramp (Twist & Shout: Forever '50, Vol. 3) · Watch on YouTube

youtube_video R5XENXbPBYA · row R5XENXbPBYA

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The Way You Look Tonight (2008 Remastered)

Listed as Frank Sinatra – The Way You Look Tonight (2008 Remastered) (Sinatra, With Love) · Watch on YouTube

youtube_video T16DUubUg7E · row T16DUubUg7E

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Moonlight In Vermont (Remastered 1998)

Listed as Frank Sinatra – Moonlight In Vermont (Remastered 1998) (Come Fly With Me (Expanded Edition)) · Watch on YouTube

youtube_video VMDYd-j_Gas · row VMDYd-j_Gas

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I Get a Kick Out of You

Listed as Frank Sinatra – I Get a Kick Out of You (Songs for Young Lovers) · Watch on YouTube

youtube_video VNPvSuHD3hc · row VNPvSuHD3hc

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I've Got You Under My Skin

Listed as Frank Sinatra – I've Got You Under My Skin (Songs for Swingin' Lovers!) · Watch on YouTube

youtube_video WSVoUFCExjY · row WSVoUFCExjY

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Love Is Here To Stay (Remastered 1998)

Listed as Frank Sinatra – Love Is Here To Stay (Remastered 1998) (Songs For Swingin' Lovers!) · Watch on YouTube

youtube_video Wi6f5YO6om0 · row Wi6f5YO6om0

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All Of Me

Listed as Frank Sinatra – All Of Me (Sinatra Sings His Greatest Hits) · Watch on YouTube

youtube_video bh-CG5xe-Sg · row bh-CG5xe-Sg

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I'm Gonna Live Till I Die

Listed as Frank Sinatra – I'm Gonna Live Till I Die (Frank Sinatra: The Complete Capitol Singles Collection) · Watch on YouTube

youtube_video ebnpNqczWpM · row ebnpNqczWpM

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Politics

Listed as Frank Sinatra – Politics (Celebrity Commercials Of The 1950s & 1960s) · Watch on YouTube

youtube_video fCx6JCrmog0 · row fCx6JCrmog0

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I've Got the World on a String

Listed as Frank Sinatra – I've Got the World on a String (New York, New York) · Watch on YouTube

youtube_video fHD9Ut03at4 · row fHD9Ut03at4

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Pennies From Heaven (Remastered 1998)

Listed as Frank Sinatra – Pennies From Heaven (Remastered 1998) (Songs For Swingin' Lovers!) · Watch on YouTube

youtube_video fjKp0G3dOK0 · row fjKp0G3dOK0

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It Happened In Monterey

Listed as Frank Sinatra – It Happened In Monterey (Songs For Swingin' Lovers) · Watch on YouTube

youtube_video fsswAWFfLMU · row fsswAWFfLMU

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Santa Claus Is Coming To Town

Listed as Frank Sinatra, Seal – Santa Claus Is Coming To Town (Santa Claus Is Coming To Town) · Watch on YouTube

youtube_video grsAE33oTfE · row grsAE33oTfE

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This Town

Listed as Frank Sinatra – This Town (The World We Knew) · Watch on YouTube

youtube_video jERpfiqsafU · row jERpfiqsafU

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Young At Heart

Listed as Frank Sinatra – Young At Heart (A Man And His Music) · Watch on YouTube

youtube_video jWlq93PDUb0 · row jWlq93PDUb0

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For Once In My Life

Listed as Frank Sinatra – For Once In My Life (Seduction: Sinatra Sings Of Love (Deluxe Edition Remastered)) · Watch on YouTube

youtube_video oI05boQUZNc · row oI05boQUZNc

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Bang Bang (My Baby Shot Me Down)

Listed as Frank Sinatra – Bang Bang (My Baby Shot Me Down) (She Shot Me Down) · Watch on YouTube

youtube_video parnXuVFWCI · row parnXuVFWCI

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How Do You Keep The Music Playing? (Bob Florence Arrangement - 5/17/84)

Listed as Frank Sinatra – How Do You Keep The Music Playing? (Bob Florence Arrangement - 5/17/84) (How Do You Keep The Music Playing? (Bob Florence Arrangement - 5/17/84)) · Watch on YouTube

youtube_video tB8yd8l9pOs · row tB8yd8l9pOs

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I'll Be Seeing You

Listed as Frank Sinatra & Tommy Dorsey – I'll Be Seeing You (Daybreak) · Watch on YouTube

youtube_video tsTmULbyW98 · row tsTmULbyW98

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Everybody Loves Somebody

Listed as Frank Sinatra – Everybody Loves Somebody (The Romantic Sinatra) · Watch on YouTube

youtube_video uhSmNm_ldnM · row uhSmNm_ldnM

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September Song

Listed as Frank Sinatra – September Song (September Of My Years (Expanded Edition)) · Watch on YouTube

youtube_video v2LX5EiQSyk · row v2LX5EiQSyk

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Deep Night

Listed as Frank Sinatra – Deep Night (Love (Night Time Is the Right Time) 135 Original Romantic Classics) · Watch on YouTube

youtube_video x1tZo54dLbw · row x1tZo54dLbw

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Maybe You'll Be There

Listed as Frank Sinatra – Maybe You'll Be There (Where Are You? (Remastered / Expanded Edition)) · Watch on YouTube

youtube_video xEPPQxHR1S4 · row xEPPQxHR1S4

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September In The Rain (1998 Remastered)

Listed as Frank Sinatra – September In The Rain (1998 Remastered) (Sinatra's Swingin' Session!!! And More (Remastered / Expanded Edition)) · Watch on YouTube

youtube_video xYfnan9N8KE · row xYfnan9N8KE

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The Impossible Dream (The Quest)

Listed as Frank Sinatra – The Impossible Dream (The Quest) (That's Life) · Watch on YouTube

youtube_video xoN7_lR1MOw · row xoN7_lR1MOw

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The First Noel

Listed as Frank Sinatra – The First Noel (My Christmas Prayer) · Watch on YouTube

youtube_video z4p_rQfhKik · row z4p_rQfhKik

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Over The Rainbow

Listed as Frank Sinatra – Over The Rainbow (The Columbia Years (1943-1952): The Complete Recordings: Volume 2) · Watch on YouTube

youtube_video zWNK3Z9JsGw · row zWNK3Z9JsGw

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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.