Yes. Natalia Kills has 39 songs listed in a dataset used to train AI music models.

Used for training 39

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 Not In Love, Break You Hard, Zombie (Natalia Kills FRANKMUSIK Remix)

Listed under the artist name 39 songs in LAION-DISCO-12M

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

Not In Love

Listed as Natalia Kills – Not In Love (Perfectionist) · Watch on YouTube

youtube_video -SRDIIIzhsE · row -SRDIIIzhsE

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Break You Hard

Listed as Natalia Kills – Break You Hard (Perfectionist) · Watch on YouTube

youtube_video 1JfEkpDi57I · row 1JfEkpDi57I

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Zombie (Natalia Kills FRANKMUSIK Remix)

Listed as Natalia Kills – Zombie (Natalia Kills FRANKMUSIK Remix) (Zombie (Remix EP)) · Watch on YouTube

youtube_video 2iKrrqwKHgs · row 2iKrrqwKHgs

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Saturday Night

Listed as Natalia Kills – Saturday Night (Trouble) · Watch on YouTube

youtube_video 3G97NDbEDCM · row 3G97NDbEDCM

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Don't Play Nice (Radio Edit)

Listed as Verbalicious – Don't Play Nice (Radio Edit) (Don't Play Nice (International Version)) · Watch on YouTube

youtube_video 4GMswT9Xfzg · row 4GMswT9Xfzg

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Heaven

Listed as Natalia Kills – Heaven (Perfectionist) · Watch on YouTube

youtube_video 6jCh8sPpNXg · row 6jCh8sPpNXg

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Rabbit Hole

Listed as Natalia Kills – Rabbit Hole (Trouble) · Watch on YouTube

youtube_video 8Gv5p3vKZok · row 8Gv5p3vKZok

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Perfection

Listed as Natalia Kills – Perfection (Perfectionist) · Watch on YouTube

youtube_video 9fWjPGdQ5q4 · row 9fWjPGdQ5q4

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Boys Don't Cry

Listed as Natalia Kills – Boys Don't Cry (Trouble) · Watch on YouTube

youtube_video AP3IL7vMeQg · row AP3IL7vMeQg

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Controversy

Listed as Natalia Kills – Controversy (Trouble) · Watch on YouTube

youtube_video Bs-2icKJQy8 · row Bs-2icKJQy8

LAION-DISCO-12M

Trouble (Cherry Cherry Boom Boom Remix) (feat. Peaches)

Listed as Natalia Kills – Trouble (Cherry Cherry Boom Boom Remix) (feat. Peaches) (Trouble (Cherry Cherry Boom Boom Remix)) · Watch on YouTube

youtube_video IZoaN-5Sv0M · row IZoaN-5Sv0M

LAION-DISCO-12M

Nothing Lasts Forever (feat. Billy Kraven)

Listed as Natalia Kills – Nothing Lasts Forever (feat. Billy Kraven) (Perfectionist) · Watch on YouTube

youtube_video LIeezakI5HM · row LIeezakI5HM

LAION-DISCO-12M

Acid Annie

Listed as Natalia Kills – Acid Annie (Perfectionist) · Watch on YouTube

youtube_video LZ7NsPYQDBM · row LZ7NsPYQDBM

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Problem

Listed as Natalia Kills – Problem (Trouble) · Watch on YouTube

youtube_video PqGhyWFYdOA · row PqGhyWFYdOA

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Free (New Version) (feat. will.i.am)

Listed as Natalia Kills – Free (New Version) (feat. will.i.am) (Perfectionist) · Watch on YouTube

youtube_video Q3wAxsuPifw · row Q3wAxsuPifw

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Outta Time

Listed as Natalia Kills – Outta Time (Trouble) · Watch on YouTube

youtube_video Q_CXES3mjNM · row Q_CXES3mjNM

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Zombie (Does It Offend You Yeah Remix)

Listed as Natalia Kills – Zombie (Does It Offend You Yeah Remix) (Zombie (Remix EP)) · Watch on YouTube

youtube_video QaXzdMPFDcU · row QaXzdMPFDcU

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Mirrors

Listed as Natalia Kills – Mirrors (Perfectionist) · Watch on YouTube

youtube_video RrjcoPE7t_0 · row RrjcoPE7t_0

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Marlboro Lights

Listed as Natalia Kills – Marlboro Lights (Trouble) · Watch on YouTube

youtube_video TAUBbP-o3KQ · row TAUBbP-o3KQ

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If I Was God

Listed as Natalia Kills – If I Was God (Perfectionist) · Watch on YouTube

youtube_video W1H0ryI2Nj8 · row W1H0ryI2Nj8

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Superficial

Listed as Natalia Kills – Superficial (Perfectionist) · Watch on YouTube

youtube_video W6NI23sZ_J8 · row W6NI23sZ_J8

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Free (The Bimbo Jones Radio Edit) (feat. will.i.am)

Listed as Natalia Kills – Free (The Bimbo Jones Radio Edit) (feat. will.i.am) (Free (Remixes)) · Watch on YouTube

youtube_video XDTk-x9Ydyk · row XDTk-x9Ydyk

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Wonderland

Listed as Natalia Kills – Wonderland (Perfectionist) · Watch on YouTube

youtube_video _40Fnp9A--o · row _40Fnp9A--o

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Trouble

Listed as Natalia Kills – Trouble (Trouble) · Watch on YouTube

youtube_video _mRCzo9xoJ8 · row _mRCzo9xoJ8

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Zombie (Kleerup Remix)

Listed as Natalia Kills – Zombie (Kleerup Remix) (Zombie (Remix EP)) · Watch on YouTube

youtube_video b1ziPv0J5sE · row b1ziPv0J5sE

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Free (Moto Blanco Radio Mix) (feat. will.i.am)

Listed as Natalia Kills – Free (Moto Blanco Radio Mix) (feat. will.i.am) (Free (Remixes)) · Watch on YouTube

youtube_video b2kYjQcTa2o · row b2kYjQcTa2o

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Watching You

Listed as Natalia Kills – Watching You (Trouble) · Watch on YouTube

youtube_video eSd9gmw3CpM · row eSd9gmw3CpM

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Daddy's Girl

Listed as Natalia Kills – Daddy's Girl (Trouble) · Watch on YouTube

youtube_video eYtmr2KKgKs · row eYtmr2KKgKs

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Kill My Boyfriend

Listed as Natalia Kills – Kill My Boyfriend (Perfectionist) · Watch on YouTube

youtube_video hcE1joRoguo · row hcE1joRoguo

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Free (Moto Blanco Club Mix) (feat. will.i.am)

Listed as Natalia Kills – Free (Moto Blanco Club Mix) (feat. will.i.am) (Free (Remixes)) · Watch on YouTube

youtube_video js42ho7Bwig · row js42ho7Bwig

LAION-DISCO-12M

Zombie (Penguin Prison Remix)

Listed as Natalia Kills – Zombie (Penguin Prison Remix) (Zombie (Remix EP)) · Watch on YouTube

youtube_video l9oX9HCyYA4 · row l9oX9HCyYA4

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Love Is A Suicide

Listed as Natalia Kills – Love Is A Suicide (Perfectionist) · Watch on YouTube

youtube_video lbNJm4e_bFU · row lbNJm4e_bFU

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Zombie (The Sound Of Arrows Remix)

Listed as Natalia Kills – Zombie (The Sound Of Arrows Remix) (Zombie (Remix EP)) · Watch on YouTube

youtube_video llvUpABmIqg · row llvUpABmIqg

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Free (The Bimbo Jones Dub) (feat. will.i.am)

Listed as Natalia Kills – Free (The Bimbo Jones Dub) (feat. will.i.am) (Free (Remixes)) · Watch on YouTube

youtube_video pgePmRtTn_8 · row pgePmRtTn_8

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Zombie

Listed as Natalia Kills – Zombie (Perfectionist) · Watch on YouTube

youtube_video pxt76yWNwKY · row pxt76yWNwKY

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Television

Listed as Natalia Kills – Television (Trouble) · Watch on YouTube

youtube_video uk-C7jXPf2c · row uk-C7jXPf2c

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Devils Don't Fly

Listed as Natalia Kills – Devils Don't Fly (Trouble) · Watch on YouTube

youtube_video vLs9sVmzCk8 · row vLs9sVmzCk8

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Broke

Listed as Natalia Kills – Broke (Perfectionist) · Watch on YouTube

youtube_video vrZiLFofAeE · row vrZiLFofAeE

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Stop Me

Listed as Natalia Kills – Stop Me (Trouble) · Watch on YouTube

youtube_video zjDVEgVX6sk · row zjDVEgVX6sk

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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.