Yes. Art Pepper has 221 songs listed in a dataset used to train AI music models.

Used for training 221

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 Too Darn Hot (feat. Mel Tormé), Surf Ride, Begin The Beguine

Listed under the artist name 221 songs in LAION-DISCO-12M

Matched exactly: this YouTube Music artist id is the one the dataset lists these songs under.

Too Darn Hot (feat. Mel Tormé)

Listed as Art Pepper – Too Darn Hot (feat. Mel Tormé) (All I Need Is a Girl) · Watch on YouTube

youtube_video -mPQo9webWY · row -mPQo9webWY

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Surf Ride

Listed as Art Pepper – Surf Ride (Surf Ride) · Watch on YouTube

youtube_video 2rNE4a12nsU · row 2rNE4a12nsU

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Begin The Beguine

Listed as Art Pepper – Begin The Beguine (The Art Of Pepper) · Watch on YouTube

youtube_video 4gSrPwS6a-E · row 4gSrPwS6a-E

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Tynan Time

Listed as Chet Baker, Art Pepper – Tynan Time (Playboys) · Watch on YouTube

youtube_video 4vfdc9NyER8 · row 4vfdc9NyER8

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Tynan Time

Listed as Chet Baker, Art Pepper – Tynan Time (The Route) · Watch on YouTube

youtube_video 5nfPONLQc7I · row 5nfPONLQc7I

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Sonny Boy

Listed as Chet Baker, Art Pepper – Sonny Boy (The Route) · Watch on YouTube

youtube_video 64k57RQIoyo · row 64k57RQIoyo

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Minor Yours

Listed as Chet Baker, Art Pepper – Minor Yours (Playboys) · Watch on YouTube

youtube_video 87RMJ2ePyQU · row 87RMJ2ePyQU

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All The Things You Are

Listed as Art Pepper – All The Things You Are (Art Pepper With Warne Marsh) · Watch on YouTube

youtube_video 8cuepGXL79k · row 8cuepGXL79k

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CIA

Listed as Chet Baker, Art Pepper – CIA (Playboys) · Watch on YouTube

youtube_video 9kuJ5GgwCCU · row 9kuJ5GgwCCU

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Walkin' (Original Take)

Listed as Art Pepper – Walkin' (Original Take) (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video B4MN-zNxJJ8 · row B4MN-zNxJJ8

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Bass Blues

Listed as Art Pepper, Chet Baker – Bass Blues (Jazz Masters 250 Original Greatest Hits) · Watch on YouTube

youtube_video FJpKANIxQpM · row FJpKANIxQpM

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Cool Bunny

Listed as Art Pepper – Cool Bunny (Modern Art) · Watch on YouTube

youtube_video FQooXfmp0ZY · row FQooXfmp0ZY

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Myth

Listed as Art Pepper, Chet Baker – Myth (Complete Recordings) · Watch on YouTube

youtube_video HqAg_zyJVXo · row HqAg_zyJVXo

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Broadway

Listed as Art Pepper – Broadway (The Return Of Art Pepper) · Watch on YouTube

youtube_video I21dMX3B2W4 · row I21dMX3B2W4

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Here's That Rainy Day

Listed as Art Pepper – Here's That Rainy Day (Living Legend) · Watch on YouTube

youtube_video J7Gq4LVXD_A · row J7Gq4LVXD_A

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Straight Life

Listed as Art Pepper – Straight Life (TSF 100% Jazz, Vol. 1 : Jazz in the City) · Watch on YouTube

youtube_video LCbxFyBe5tE · row LCbxFyBe5tE

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

Listed as Art Pepper – When You're Smiling (The Whole World Smiles With You) (Modern Art) · Watch on YouTube

youtube_video LX4Cv6eHK-M · row LX4Cv6eHK-M

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Close To You Alone

Listed as Art Pepper – Close To You Alone (One September Afternoon) · Watch on YouTube

youtube_video LyoMZC3CUJQ · row LyoMZC3CUJQ

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The Great Lie

Listed as Art Pepper – The Great Lie (The Route) · Watch on YouTube

youtube_video Oc9zyjTgDgs · row Oc9zyjTgDgs

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The Sphinx

Listed as Art Pepper – The Sphinx (Lounge Jazz Café - New York) · Watch on YouTube

youtube_video PuqmrgnKB-I · row PuqmrgnKB-I

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Little Girl

Listed as Chet Baker, Art Pepper – Little Girl (The Route) · Watch on YouTube

youtube_video QaXw8mg1Qik · row QaXw8mg1Qik

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The Summer Knows

Listed as Art Pepper – The Summer Knows (The Trip) · Watch on YouTube

youtube_video RA6he-k2fR8 · row RA6he-k2fR8

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Our Song

Listed as Art Pepper – Our Song (Winter Moon) · Watch on YouTube

youtube_video RWLacnTFK1o · row RWLacnTFK1o

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Pepper Returns

Listed as Art Pepper – Pepper Returns (The Return Of Art Pepper) · Watch on YouTube

youtube_video TRizGTpeZug · row TRizGTpeZug

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Bernie's Tune (Remastered 2002)

Listed as Art Pepper – Bernie's Tune (Remastered 2002) (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video UcphHM72dFU · row UcphHM72dFU

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If I Should Lose You

Listed as Chet Baker, Art Pepper – If I Should Lose You (The Route) · Watch on YouTube

youtube_video Uu5FfsclWIk · row Uu5FfsclWIk

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Stable Mates

Listed as Art Pepper – Stable Mates (Lounge Jazz Café - San Francisco) · Watch on YouTube

youtube_video VFJ1tGvb3bk · row VFJ1tGvb3bk

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Walkin' Shoes

Listed as Art Pepper – Walkin' Shoes (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video WiCYZfGlB0E · row WiCYZfGlB0E

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On the Street Where You Live (feat. Mel Tormé)

Listed as Art Pepper – On the Street Where You Live (feat. Mel Tormé) (Charleston Alley) · Watch on YouTube

youtube_video Z_rCOuwLkJ8 · row Z_rCOuwLkJ8

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All I Need Is a Girl (feat. Mel Tormé)

Listed as Art Pepper – All I Need Is a Girl (feat. Mel Tormé) (All I Need Is a Girl) · Watch on YouTube

youtube_video _CCRzsvT7Dk · row _CCRzsvT7Dk

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Blues Out

Listed as Art Pepper – Blues Out (Modern Art) · Watch on YouTube

youtube_video _v0Uelkq3-c · row _v0Uelkq3-c

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Ol' Croix

Listed as Art Pepper – Ol' Croix (The Route) · Watch on YouTube

youtube_video _wtmx-ZUy3g · row _wtmx-ZUy3g

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But Beautiful (Live At The Village Vanguard, New York City, NY / July 28, 1977)

Listed as Art Pepper – But Beautiful (Live At The Village Vanguard, New York City, NY / July 28, 1977) (Friday Night At Village Vanguard) · Watch on YouTube

youtube_video e9klleo0Cj8 · row e9klleo0Cj8

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Everything Happpens To Me

Listed as Art Pepper, Sonny Red – Everything Happpens To Me (Two Altos) · Watch on YouTube

youtube_video f-77WlVd7gs · row f-77WlVd7gs

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Straight Life

Listed as Art Pepper – Straight Life (The Return Of Art Pepper) · Watch on YouTube

youtube_video fU1UE-D-9ec · row fU1UE-D-9ec

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Funny Blues

Listed as Art Pepper – Funny Blues (The Return Of Art Pepper) · Watch on YouTube

youtube_video g4K8eNPLVJk · row g4K8eNPLVJk

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Anthropology

Listed as Art Pepper – Anthropology (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video hwLiNPfZ9qk · row hwLiNPfZ9qk

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I Can't Give You Anything But Love

Listed as Art Pepper – I Can't Give You Anything But Love (The Route) · Watch on YouTube

youtube_video kt7lFadmgIA · row kt7lFadmgIA

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Resonant Emotions

Listed as Chet Baker, Art Pepper – Resonant Emotions (Playboys) · Watch on YouTube

youtube_video nZ0HrT2mJl8 · row nZ0HrT2mJl8

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Las Cuevas De Mario

Listed as Art Pepper Quintet – Las Cuevas De Mario (Smack Up) · Watch on YouTube

youtube_video qn4Wyw1mbHY · row qn4Wyw1mbHY

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The Man I Love

Listed as Art Pepper – The Man I Love (Art Pepper Meets The Rhythm Section (OJC Remaster)) · Watch on YouTube

youtube_video rUL9N69h7dM · row rUL9N69h7dM

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Airegin

Listed as Art Pepper – Airegin (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video rkKz9dRgT2k · row rkKz9dRgT2k

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Pepper Steak

Listed as Art Pepper – Pepper Steak (The Return Of Art Pepper) · Watch on YouTube

youtube_video rxoMH_Viku4 · row rxoMH_Viku4

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Shaw 'Nuff

Listed as Art Pepper – Shaw 'Nuff (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video s5ACQeU3Qu0 · row s5ACQeU3Qu0

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The Trip (Original Take)

Listed as Art Pepper – The Trip (Original Take) (The Trip) · Watch on YouTube

youtube_video s8ofwQW4tKk · row s8ofwQW4tKk

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Angel Wings

Listed as Art Pepper – Angel Wings (The Return Of Art Pepper) · Watch on YouTube

youtube_video tQFevk27Ink · row tQFevk27Ink

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The Prisoner (Love Theme From 'The Eyes Of Laura Mars')

Listed as Art Pepper – The Prisoner (Love Theme From 'The Eyes Of Laura Mars') (Winter Moon) · Watch on YouTube

youtube_video tfsodG56zdQ · row tfsodG56zdQ

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Bernie's Tune (feat. Sonny Stitt)

Listed as Art Pepper – Bernie's Tune (feat. Sonny Stitt) (Art Pepper Presents "West Coast Sessions!" Volume 1) · Watch on YouTube

youtube_video wQWy-z4ey_s · row wQWy-z4ey_s

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Donna Lee (Original Take)

Listed as Art Pepper – Donna Lee (Original Take) (Art Pepper + Eleven: Modern Jazz Classics) · Watch on YouTube

youtube_video wx69AHOJk40 · row wx69AHOJk40

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Just Friends

Listed as Art Pepper – Just Friends (Twelve Classic Albums: 1954-1962) · Watch on YouTube

youtube_video zgT0q1mfQpk · row zgT0q1mfQpk

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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.