Yes. Missy Elliott has 142 songs listed in a dataset used to train AI music models.

Used for training 142

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 Why I Still Love You (A Cappella), Hot Boyz (Dj Tomekk Radio Mix), Lose Control [Extended Version] (feat. Ciara & Fat Man Scoop)

Listed under the artist name 142 songs in LAION-DISCO-12M

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

Why I Still Love You (A Cappella)

Listed as Missy Elliott – Why I Still Love You (A Cappella) (ICONOLOGY) · Watch on YouTube

youtube_video -9g6tKoklh0 · row -9g6tKoklh0

LAION-DISCO-12M

Hot Boyz (Dj Tomekk Radio Mix)

Listed as Missy Elliot – Hot Boyz (Dj Tomekk Radio Mix) (Return of Hip Hop (Pioneers Project)) · Watch on YouTube

youtube_video -keEvlzJRNw · row -keEvlzJRNw

LAION-DISCO-12M

Lose Control [Extended Version] (feat. Ciara & Fat Man Scoop)

Listed as Missy Elliott – Lose Control [Extended Version] (feat. Ciara & Fat Man Scoop) (Lose Control) · Watch on YouTube

youtube_video -qllljfjBYE · row -qllljfjBYE

LAION-DISCO-12M

Big Spender

Listed as Missy Elliott – Big Spender (Southern Hummingbird) · Watch on YouTube

youtube_video 266lP_IQt0Y · row 266lP_IQt0Y

LAION-DISCO-12M

Click Clack

Listed as Missy Elliott – Click Clack (The Cookbook) · Watch on YouTube

youtube_video 6hRztZ0Op2o · row 6hRztZ0Op2o

LAION-DISCO-12M

Toyz Interlude / Toyz

Listed as Missy Elliott – Toyz Interlude / Toyz (This Is Not a Test!) · Watch on YouTube

youtube_video 8LRPyScJ6Ak · row 8LRPyScJ6Ak

LAION-DISCO-12M

Religious Blessings (Outro)

Listed as Missy Elliott – Religious Blessings (Outro) (Da Real World) · Watch on YouTube

youtube_video 8wy2FqBI0zo · row 8wy2FqBI0zo

LAION-DISCO-12M

Outro (feat. Mary J. Blige)

Listed as Missy Elliott – Outro (feat. Mary J. Blige) (This Is Not a Test!) · Watch on YouTube

youtube_video BBKl3DGW8TE · row BBKl3DGW8TE

LAION-DISCO-12M

Wake Up

Listed as Missy Elliott – Wake Up (Wake Up) · Watch on YouTube

youtube_video BOAjliZR6Hg · row BOAjliZR6Hg

LAION-DISCO-12M

Lose Control [Hani in Control Mix] (feat. Ciara & Fat Man Scoop)

Listed as Missy Elliott – Lose Control [Hani in Control Mix] (feat. Ciara & Fat Man Scoop) (Teary Eyed) · Watch on YouTube

youtube_video EEhWGLomV_o · row EEhWGLomV_o

LAION-DISCO-12M

Dats What I'm Talkin About (feat. R. Kelly)

Listed as Missy Elliott – Dats What I'm Talkin About (feat. R. Kelly) (This Is Not a Test!) · Watch on YouTube

youtube_video G_b7gp-RXTs · row G_b7gp-RXTs

LAION-DISCO-12M

WTF (Where They From) (Vincent Remix) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (Vincent Remix) (feat. Pharrell Williams) (WTF (Where They From) (Remixes)) · Watch on YouTube

youtube_video Hv7FNxbltS8 · row Hv7FNxbltS8

LAION-DISCO-12M

Spelling Bee Interlude / Spelling Bee

Listed as Missy Elliott – Spelling Bee Interlude / Spelling Bee (This Is Not a Test!) · Watch on YouTube

youtube_video HyzUJT8Z8EM · row HyzUJT8Z8EM

LAION-DISCO-12M

Missy's Finale (Spoken Word)

Listed as Missy Elliott – Missy's Finale (Spoken Word) (Supa Dupa Fly) · Watch on YouTube

youtube_video I_jptdySej4 · row I_jptdySej4

LAION-DISCO-12M

It's Real

Listed as Missy Elliott – It's Real (This Is Not a Test!) · Watch on YouTube

youtube_video Jy2DyFZg-v4 · row Jy2DyFZg-v4

LAION-DISCO-12M

Hot

Listed as Missy Elliott – Hot (Under Construction) · Watch on YouTube

youtube_video MbJs8xv05qk · row MbJs8xv05qk

LAION-DISCO-12M

Throw Up Your Hands (Interlude)

Listed as Missy Elliott, Lil' Kim – Throw Up Your Hands (Interlude) (Da Real World) · Watch on YouTube

youtube_video NMbNHkpkajk · row NMbNHkpkajk

LAION-DISCO-12M

Let Me Fix My Weave

Listed as Missy Elliott – Let Me Fix My Weave (This Is Not a Test!) · Watch on YouTube

youtube_video PjOVQrZu2Rk · row PjOVQrZu2Rk

LAION-DISCO-12M

I've Changed [Interlude] (feat. Lil' Mo)

Listed as Missy Elliott – I've Changed [Interlude] (feat. Lil' Mo) (Miss E... So Addictive) · Watch on YouTube

youtube_video Q3mHWf81KvU · row Q3mHWf81KvU

LAION-DISCO-12M

Time and Time Again

Listed as Missy Elliott – Time and Time Again (The Cookbook) · Watch on YouTube

youtube_video SyRMxNo9MtA · row SyRMxNo9MtA

LAION-DISCO-12M

WTF (Where They From) (Chris Lake Remix) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (Chris Lake Remix) (feat. Pharrell Williams) (WTF (Where They From) (Remixes)) · Watch on YouTube

youtube_video TOqPdA3_Ig4 · row TOqPdA3_Ig4

LAION-DISCO-12M

WTF (Where They From) (With You. Remix) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (With You. Remix) (feat. Pharrell Williams) (WTF (Where They From) (Remixes)) · Watch on YouTube

youtube_video VTS3NzvF6eo · row VTS3NzvF6eo

LAION-DISCO-12M

Good Shit

Listed as Reek Da Villian, Missy Elliot – Good Shit (The Gift) · Watch on YouTube

youtube_video XKvHKUABJoU · row XKvHKUABJoU

LAION-DISCO-12M

WTF (Where They From) (Troyboi Remix) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (Troyboi Remix) (feat. Pharrell Williams) (WTF (Where They From) (Remixes)) · Watch on YouTube

youtube_video Y-7NqFoN3Uw · row Y-7NqFoN3Uw

LAION-DISCO-12M

Sock It 2 Me

Listed as Missy Eliott – Sock It 2 Me (Back to the 90's, Vol. 2) · Watch on YouTube

youtube_video _2ELx0MiQyk · row _2ELx0MiQyk

LAION-DISCO-12M

Don't Be Cruel (feat. Beenie Man & Monica)

Listed as Missy Elliott – Don't Be Cruel (feat. Beenie Man & Monica) (This Is Not a Test!) · Watch on YouTube

youtube_video _cixYw9dTBg · row _cixYw9dTBg

LAION-DISCO-12M

Busta's Outro (feat. Busta Rhymes)

Listed as Missy Elliott – Busta's Outro (feat. Busta Rhymes) (Supa Dupa Fly) · Watch on YouTube

youtube_video aTlsGfH6kWc · row aTlsGfH6kWc

LAION-DISCO-12M

Can't Stop

Listed as Missy Elliott – Can't Stop (The Cookbook) · Watch on YouTube

youtube_video dPQovDZXC6M · row dPQovDZXC6M

LAION-DISCO-12M

I'm Not Perfect (feat. The Clark Sisters)

Listed as Missy Elliott – I'm Not Perfect (feat. The Clark Sisters) (This Is Not a Test!) · Watch on YouTube

youtube_video deMMwZ3biRE · row deMMwZ3biRE

LAION-DISCO-12M

Ain't That Funny

Listed as Missy Elliott – Ain't That Funny (Under Construction) · Watch on YouTube

youtube_video gBxDR1wRng0 · row gBxDR1wRng0

LAION-DISCO-12M

Checkin' for You

Listed as Missy Elliott, Lil' Kim – Checkin' for You (Da Real World) · Watch on YouTube

youtube_video kNxJZoYX12E · row kNxJZoYX12E

LAION-DISCO-12M

WTF (Where They From) (Jax Jones Remix) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (Jax Jones Remix) (feat. Pharrell Williams) (WTF (Where They From) (Remixes)) · Watch on YouTube

youtube_video kiW-YYMablc · row kiW-YYMablc

LAION-DISCO-12M

Spank My Ass

Listed as Blu Cantrell, Missy Elliott – Spank My Ass (From L.A. to L.O. (Deluxe)) · Watch on YouTube

youtube_video m-Wqs2oeVqI · row m-Wqs2oeVqI

LAION-DISCO-12M

Get Contact

Listed as Missy Elliott, Busta Rhymes – Get Contact (Why Do Fools Fall In Love) · Watch on YouTube

youtube_video mOZ1__TREbA · row mOZ1__TREbA

LAION-DISCO-12M

Is This Our Last Time (feat. Fabolous)

Listed as Missy Elliott – Is This Our Last Time (feat. Fabolous) (This Is Not a Test!) · Watch on YouTube

youtube_video mUHVm8s_azA · row mUHVm8s_azA

LAION-DISCO-12M

We Did It

Listed as Missy Elliott – We Did It (Da Real World) · Watch on YouTube

youtube_video roh9bqphbpk · row roh9bqphbpk

LAION-DISCO-12M

Who You Gonna Call (Soundtrack Version)

Listed as Missy 'Misdemeanor' Elliot – Who You Gonna Call (Soundtrack Version) (Any Given Sunday (Original Soundtrack)) · Watch on YouTube

youtube_video tgT-EwFDG2o · row tgT-EwFDG2o

LAION-DISCO-12M

Hit 'Em wit da Hee (Remix) (feat. Lil' Kim & Mocha)

Listed as Missy Elliott – Hit 'Em wit da Hee (Remix) (feat. Lil' Kim & Mocha) (Can't Hardly Wait) · Watch on YouTube

youtube_video vbIhT2d2ttg · row vbIhT2d2ttg

LAION-DISCO-12M

WTF (Where They From) (Vindata Remix) (feat. Pharrell Williams)

Listed as Missy Elliott – WTF (Where They From) (Vindata Remix) (feat. Pharrell Williams) (WTF (Where They From) (Remixes)) · Watch on YouTube

youtube_video vt8e6wu14ps · row vt8e6wu14ps

LAION-DISCO-12M

Higher Ground (feat. Yolanda Adams, Kim Burrell, Dorinda Clark & Karen Clark-Sheard)

Listed as Missy Elliott – Higher Ground (feat. Yolanda Adams, Kim Burrell, Dorinda Clark & Karen Clark-Sheard) (Miss E... So Addictive) · Watch on YouTube

youtube_video wt-TIjsDUws · row wt-TIjsDUws

LAION-DISCO-12M

Lose Control [Jacques Lu Cont Edit] (feat. Ciara & Fat Man Scoop)

Listed as Missy Elliott – Lose Control [Jacques Lu Cont Edit] (feat. Ciara & Fat Man Scoop) (Teary Eyed) · Watch on YouTube

youtube_video yqBNI22E_dU · row yqBNI22E_dU

LAION-DISCO-12M

Pump It Up (feat. Nelly)

Listed as Missy Elliott – Pump It Up (feat. Nelly) (This Is Not a Test!) · Watch on YouTube

youtube_video yuQeInDqWyM · row yuQeInDqWyM

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.