Yes. Justin Bieber has 148 songs listed in a dataset used to train AI music models.

Used for training 148

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 No Pressure (feat. Big Sean), Overboard (Live) (feat. Miley Cyrus), Somebody

Listed under the artist name 148 songs in LAION-DISCO-12M

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

No Pressure (feat. Big Sean)

Listed as Justin Bieber – No Pressure (feat. Big Sean) (Purpose) · Watch on YouTube

youtube_video 0iJqyuOdaIc · row 0iJqyuOdaIc

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Overboard (Live) (feat. Miley Cyrus)

Listed as Justin Bieber – Overboard (Live) (feat. Miley Cyrus) (Never Say Never (The Remixes)) · Watch on YouTube

youtube_video 2ghS4k9AhVc · row 2ghS4k9AhVc

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Somebody

Listed as Justin Bieber – Somebody (Justice) · Watch on YouTube

youtube_video 3yFV9U4qwSw · row 3yFV9U4qwSw

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Love You Different (feat. BEAM)

Listed as Justin Bieber – Love You Different (feat. BEAM) (Justice) · Watch on YouTube

youtube_video 5OYNbCcqV2c · row 5OYNbCcqV2c

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Changes

Listed as Justin Bieber – Changes (Changes) · Watch on YouTube

youtube_video 6gp-FjUCjm8 · row 6gp-FjUCjm8

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Don’t Go

Listed as Skrillex, Justin Bieber, Don Toliver – Don’t Go (Don’t Get Too Close) · Watch on YouTube

youtube_video 7FowCr427RQ · row 7FowCr427RQ

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Stuck in the Moment

Listed as Justin Bieber – Stuck in the Moment (My World 2.0) · Watch on YouTube

youtube_video 9kkAoRPB2Zc · row 9kkAoRPB2Zc

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Red Eye (feat. TroyBoi)

Listed as Justin Bieber – Red Eye (feat. TroyBoi) (Justice (The Complete Edition)) · Watch on YouTube

youtube_video CkmdEl1LZi4 · row CkmdEl1LZi4

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Confirmation

Listed as Justin Bieber – Confirmation (Changes) · Watch on YouTube

youtube_video D_s4gEk_Fbs · row D_s4gEk_Fbs

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Die in Your Arms

Listed as Justin Bieber – Die in Your Arms (Believe) · Watch on YouTube

youtube_video E2S4BPvPHfU · row E2S4BPvPHfU

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Loved By You (feat. Burna Boy)

Listed as Justin Bieber – Loved By You (feat. Burna Boy) (Justice) · Watch on YouTube

youtube_video E2yTpcYbz8Y · row E2yTpcYbz8Y

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Unstable (feat. The Kid LAROI)

Listed as Justin Bieber – Unstable (feat. The Kid LAROI) (Justice) · Watch on YouTube

youtube_video Hc_WcjXdjPk · row Hc_WcjXdjPk

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I Can't Be Myself (feat. Jaden)

Listed as Justin Bieber – I Can't Be Myself (feat. Jaden) (Justice (Triple Chucks Deluxe)) · Watch on YouTube

youtube_video HrQxuRfYAC8 · row HrQxuRfYAC8

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Heartbreaker

Listed as Justin Bieber – Heartbreaker (2013 The Hottest) · Watch on YouTube

youtube_video I4msOZE4iBo · row I4msOZE4iBo

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There She Go (feat. Lil Uzi Vert)

Listed as Justin Bieber – There She Go (feat. Lil Uzi Vert) (Justice (Triple Chucks Deluxe)) · Watch on YouTube

youtube_video Jogk8G_4btw · row Jogk8G_4btw

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Wandered To LA

Listed as Juice WRLD, Justin Bieber – Wandered To LA (Fighting Demons (Digital Deluxe)) · Watch on YouTube

youtube_video LxTTE1okoJs · row LxTTE1okoJs

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Common Denominator

Listed as Justin Bieber – Common Denominator (My Worlds: The Collection (International Version)) · Watch on YouTube

youtube_video M5MizDEgX0E · row M5MizDEgX0E

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As I Am (feat. Khalid)

Listed as Justin Bieber – As I Am (feat. Khalid) (Justice) · Watch on YouTube

youtube_video NjVRsrb0HUg · row NjVRsrb0HUg

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Hold Tight

Listed as Justin Bieber – Hold Tight (Journals) · Watch on YouTube

youtube_video OK2O1BK72is · row OK2O1BK72is

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E.T.A.

Listed as Justin Bieber – E.T.A. (Changes) · Watch on YouTube

youtube_video P4CKZO0dpJE · row P4CKZO0dpJE

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Fall

Listed as Justin Bieber – Fall (Believe) · Watch on YouTube

youtube_video R4afwnqqDl8 · row R4afwnqqDl8

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Monster

Listed as Shawn Mendes, Justin Bieber – Monster (Monster) · Watch on YouTube

youtube_video SctY9_1ylTM · row SctY9_1ylTM

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Habitual

Listed as Justin Bieber – Habitual (Changes) · Watch on YouTube

youtube_video SkOUXgtBH64 · row SkOUXgtBH64

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Available

Listed as Justin Bieber – Available (Changes) · Watch on YouTube

youtube_video VwCTvh5dykk · row VwCTvh5dykk

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Swap It Out

Listed as Justin Bieber – Swap It Out (Journals) · Watch on YouTube

youtube_video WXSK9xU-AMs · row WXSK9xU-AMs

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Second Emotion (feat. Travis Scott)

Listed as Justin Bieber – Second Emotion (feat. Travis Scott) (Changes) · Watch on YouTube

youtube_video Xb9bZANjev0 · row Xb9bZANjev0

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Hailey

Listed as Justin Bieber – Hailey (Justice (The Complete Edition)) · Watch on YouTube

youtube_video ZiF8Rl80kt0 · row ZiF8Rl80kt0

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All I Want for Christmas Is You (SuperFestive!)

Listed as Justin Bieber, Mariah Carey – All I Want for Christmas Is You (SuperFestive!) (Under the Mistletoe (Deluxe Edition)) · Watch on YouTube

youtube_video _X6SZXbayGQ · row _X6SZXbayGQ

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Wait for a Minute

Listed as Tyga, Justin Bieber – Wait for a Minute (Wait for a Minute) · Watch on YouTube

youtube_video _q3aOnfdgeA · row _q3aOnfdgeA

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Get Me (feat. Kehlani)

Listed as Justin Bieber – Get Me (feat. Kehlani) (Changes) · Watch on YouTube

youtube_video bYKBqVRQup0 · row bYKBqVRQup0

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The Feeling (feat. Halsey)

Listed as Justin Bieber – The Feeling (feat. Halsey) (Purpose) · Watch on YouTube

youtube_video cqF5DnmeN08 · row cqF5DnmeN08

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What Do You Mean? (Acoustic)

Listed as Justin Bieber – What Do You Mean? (Acoustic) (Domingo tranqui) · Watch on YouTube

youtube_video dsuK7-GK1sY · row dsuK7-GK1sY

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Holy (Acoustic) (feat. Chance The Rapper)

Listed as Justin Bieber – Holy (Acoustic) (feat. Chance The Rapper) (Holy (Acoustic)) · Watch on YouTube

youtube_video gZmYf_qIej8 · row gZmYf_qIej8

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Die For You (feat. Dominic Fike)

Listed as Justin Bieber – Die For You (feat. Dominic Fike) (Justice) · Watch on YouTube

youtube_video ggtraG2lA2A · row ggtraG2lA2A

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Santa Claus Is Coming to Town

Listed as Justin Bieber – Santa Claus Is Coming to Town (Under the Mistletoe (Deluxe Edition)) · Watch on YouTube

youtube_video iNTG7H1LPEU · row iNTG7H1LPEU

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Forever (feat. Post Malone & Clever)

Listed as Justin Bieber – Forever (feat. Post Malone & Clever) (Changes) · Watch on YouTube

youtube_video kYaiRDshuk8 · row kYaiRDshuk8

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No Sense (feat. Travis Scott)

Listed as Justin Bieber – No Sense (feat. Travis Scott) (Purpose) · Watch on YouTube

youtube_video lZ7G5SpZRd0 · row lZ7G5SpZRd0

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Pray

Listed as Justin Bieber – Pray (Under the Mistletoe (Deluxe Edition)) · Watch on YouTube

youtube_video lmPwkhL8W9Y · row lmPwkhL8W9Y

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Mark My Words

Listed as Justin Bieber – Mark My Words (Purpose) · Watch on YouTube

youtube_video m91sZZyeLlM · row m91sZZyeLlM

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Life Is Worth Living

Listed as Justin Bieber – Life Is Worth Living (Purpose) · Watch on YouTube

youtube_video oeh1cBlI2wA · row oeh1cBlI2wA

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Down to Earth

Listed as Justin Bieber – Down to Earth (My World) · Watch on YouTube

youtube_video oi9Li3GfpgM · row oi9Li3GfpgM

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Sorry (Latino Remix) (feat. J Balvin)

Listed as Justin Bieber – Sorry (Latino Remix) (feat. J Balvin) (Sorry (Latino Remix)) · Watch on YouTube

youtube_video owDEJ4y1HwM · row owDEJ4y1HwM

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2 Much

Listed as Justin Bieber – 2 Much (Justice) · Watch on YouTube

youtube_video p4w5Tv1yIlA · row p4w5Tv1yIlA

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One Life

Listed as Justin Bieber – One Life (Journals) · Watch on YouTube

youtube_video rxVJl0eQIzk · row rxVJl0eQIzk

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Deserve You

Listed as Justin Bieber – Deserve You (Justice) · Watch on YouTube

youtube_video sIa40F9_CDI · row sIa40F9_CDI

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All Around Me

Listed as Justin Bieber – All Around Me (Changes) · Watch on YouTube

youtube_video sbC2p3jZ3hs · row sbC2p3jZ3hs

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U Smile

Listed as Justin Bieber – U Smile (My World 2.0) · Watch on YouTube

youtube_video tGFzyhrUGVs · row tGFzyhrUGVs

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Beautiful Love (Free Fire)

Listed as Justin Bieber – Beautiful Love (Free Fire) (Beautiful Love (Free Fire)) · Watch on YouTube

youtube_video uhk5mCvYs8Q · row uhk5mCvYs8Q

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Up

Listed as Justin Bieber – Up (My World 2.0) · Watch on YouTube

youtube_video wBazjpyZM8w · row wBazjpyZM8w

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All Around the World (feat. Ludacris)

Listed as Justin Bieber – All Around the World (feat. Ludacris) (Believe) · Watch on YouTube

youtube_video yVQ-K_hiAlk · row yVQ-K_hiAlk

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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.