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 Nothing Like Us, Boyfriend (Acoustic Version), MLK Interlude

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.

Nothing Like Us

Listed as Justin Bieber – Nothing Like Us (Believe (Acoustic)) · Watch on YouTube

youtube_video -VmhLvkJkEg · row -VmhLvkJkEg

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Boyfriend (Acoustic Version)

Listed as Justin Bieber – Boyfriend (Acoustic Version) (Believe (Acoustic)) · Watch on YouTube

youtube_video 0XmD_8i5euw · row 0XmD_8i5euw

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MLK Interlude

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

youtube_video 16pakg5o8FU · row 16pakg5o8FU

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Where You Go I Follow (feat. Pink Sweat$, Chandler Moore & Judah Smith)

Listed as Justin Bieber – Where You Go I Follow (feat. Pink Sweat$, Chandler Moore & Judah Smith) (Freedom.) · Watch on YouTube

youtube_video 1f86X9BZBkE · row 1f86X9BZBkE

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Intentions (Acoustic)

Listed as Justin Bieber – Intentions (Acoustic) (Intentions (Acoustic)) · Watch on YouTube

youtube_video 2Box_8g-oLs · row 2Box_8g-oLs

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Roller Coaster

Listed as JUSTIN BIEBER – Roller Coaster (Rare RnB & New Jack 76) · Watch on YouTube

youtube_video 2DiYVidLZ9I · row 2DiYVidLZ9I

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Been You

Listed as Justin Bieber – Been You (Purpose (Deluxe)) · Watch on YouTube

youtube_video 2_HpDEqmK48 · row 2_HpDEqmK48

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As Long as You Love Me (Acoustic Version)

Listed as Justin Bieber – As Long as You Love Me (Acoustic Version) (Believe (Acoustic)) · Watch on YouTube

youtube_video 3K9avv16nbA · row 3K9avv16nbA

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That's What Love Is

Listed as Justin Bieber – That's What Love Is (Changes) · Watch on YouTube

youtube_video 3hExj4GSnqg · row 3hExj4GSnqg

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I Don't Care (Loud Luxury Remix)

Listed as Ed Sheeran, Justin Bieber – I Don't Care (Loud Luxury Remix) (I Don't Care (Loud Luxury Remix)) · Watch on YouTube

youtube_video 3qVbEbl_66A · row 3qVbEbl_66A

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Bigger

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

youtube_video 4Ck9k8AQt84 · row 4Ck9k8AQt84

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One Love

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

youtube_video 69TavwXrwhA · row 69TavwXrwhA

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Drummer Boy (feat. Busta Rhymes)

Listed as Justin Bieber – Drummer Boy (feat. Busta Rhymes) (Under the Mistletoe) · Watch on YouTube

youtube_video 8K-sUabVpMw · row 8K-sUabVpMw

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Take It Out on Me

Listed as Justin Bieber – Take It Out on Me (Changes) · Watch on YouTube

youtube_video 8s3nEyayXRg · row 8s3nEyayXRg

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Recovery

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

youtube_video 9pYvadKSRIA · row 9pYvadKSRIA

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Where Do I Fit In (feat. Tori Kelly, Chandler Moore & Judah Smith)

Listed as Justin Bieber – Where Do I Fit In (feat. Tori Kelly, Chandler Moore & Judah Smith) (Freedom.) · Watch on YouTube

youtube_video B4DsOaJdYfA · row B4DsOaJdYfA

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Name (feat. Tori Kelly)

Listed as Justin Bieber – Name (feat. Tori Kelly) (Justice (Triple Chucks Deluxe)) · Watch on YouTube

youtube_video BRVWH_06s1I · row BRVWH_06s1I

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I Feel Funny

Listed as Justin Bieber – I Feel Funny (I Feel Funny) · Watch on YouTube

youtube_video CANDMqrtXxE · row CANDMqrtXxE

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Nothing Like Us

Listed as Justin Bieber – Nothing Like Us (Liebeskummer) · Watch on YouTube

youtube_video EdVpKS1EsCI · row EdVpKS1EsCI

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Right Here (feat. Drake)

Listed as Justin Bieber – Right Here (feat. Drake) (Believe) · Watch on YouTube

youtube_video Ff21ez4o6zw · row Ff21ez4o6zw

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Angels Speak (feat. Poo Bear)

Listed as Justin Bieber – Angels Speak (feat. Poo Bear) (Justice (The Complete Edition)) · Watch on YouTube

youtube_video Jomzzv5FXEg · row Jomzzv5FXEg

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Peaches (Remix) (feat. Ludacris, USHER & Snoop Dogg)

Listed as Justin Bieber – Peaches (Remix) (feat. Ludacris, USHER & Snoop Dogg) (Peaches (Remix)) · Watch on YouTube

youtube_video PuWywsfdaT4 · row PuWywsfdaT4

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Yummy (Summer Walker Remix)

Listed as Justin Bieber, Summer Walker – Yummy (Summer Walker Remix) (Changes) · Watch on YouTube

youtube_video QFUwdvqQ0_Q · row QFUwdvqQ0_Q

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Running Over (feat. Lil Dicky)

Listed as Justin Bieber – Running Over (feat. Lil Dicky) (Changes) · Watch on YouTube

youtube_video QX3IavXL8ZY · row QX3IavXL8ZY

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Friends (Remix) (feat. Julia Michaels)

Listed as Justin Bieber, BloodPop® – Friends (Remix) (feat. Julia Michaels) (Friends (Remix)) · Watch on YouTube

youtube_video R_1IkYwXIGA · row R_1IkYwXIGA

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PYD (feat. R. Kelly)

Listed as Justin Bieber – PYD (feat. R. Kelly) (Journals) · Watch on YouTube

youtube_video Rm4NcNqPShQ · row Rm4NcNqPShQ

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Thought of You

Listed as Justin Bieber – Thought of You (Believe) · Watch on YouTube

youtube_video S8FtwdB17G0 · row S8FtwdB17G0

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Beauty and a Beat (Acoustic Version)

Listed as Justin Bieber – Beauty and a Beat (Acoustic Version) (Believe (Acoustic)) · Watch on YouTube

youtube_video UdWvA3FNaC0 · row UdWvA3FNaC0

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Get Used to It

Listed as Justin Bieber – Get Used to It (Purpose (Deluxe)) · Watch on YouTube

youtube_video VwfrbYFUrfo · row VwfrbYFUrfo

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Baby (Acoustic Version)

Listed as Justin Bieber – Baby (Acoustic Version) (My Worlds: The Collection (International Package)) · Watch on YouTube

youtube_video WyZBT83wGuI · row WyZBT83wGuI

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Home To Mama

Listed as Justin Bieber, Cody Simpson – Home To Mama (Acoustix 3) · Watch on YouTube

youtube_video ZFzjZZLVJ7U · row ZFzjZZLVJ7U

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Believe

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

youtube_video a_r602PLnjs · row a_r602PLnjs

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Christmas Love

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

youtube_video dNsh27vPsC4 · row dNsh27vPsC4

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Children

Listed as Justin Bieber – Children (Purpose) · Watch on YouTube

youtube_video e2wCTiS00Uw · row e2wCTiS00Uw

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Fa La La (feat. Boyz II Men)

Listed as Justin Bieber – Fa La La (feat. Boyz II Men) (Under the Mistletoe) · Watch on YouTube

youtube_video fhReH3IUR7s · row fhReH3IUR7s

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Runaway Love

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

youtube_video hREN-RKJqvY · row hREN-RKJqvY

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What You See

Listed as Migos, Justin Bieber – What You See (Culture III) · Watch on YouTube

youtube_video iw2DI7uYQtU · row iw2DI7uYQtU

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Bad Day

Listed as Justin Bieber – Bad Day (Journals) · Watch on YouTube

youtube_video j1OvVG1g_aY · row j1OvVG1g_aY

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Catching Feelings

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

youtube_video j3SKbU-hOas · row j3SKbU-hOas

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That Should Be Me (Acoustic Version)

Listed as Justin Bieber – That Should Be Me (Acoustic Version) (My Worlds: The Collection (International Package)) · Watch on YouTube

youtube_video mCvfDPxWxJo · row mCvfDPxWxJo

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Change Me

Listed as Justin Bieber – Change Me (Journals) · Watch on YouTube

youtube_video mfWz9ri6qds · row mfWz9ri6qds

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Take You

Listed as Justin Bieber – Take You (Believe (Deluxe Edition)) · Watch on YouTube

youtube_video p4V_3pCwRJY · row p4V_3pCwRJY

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Know No Better (feat. DaBaby)

Listed as Justin Bieber – Know No Better (feat. DaBaby) (Justice (Triple Chucks Deluxe)) · Watch on YouTube

youtube_video qVwt1Lpr484 · row qVwt1Lpr484

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Wish You Would (feat. Quavo)

Listed as Justin Bieber – Wish You Would (feat. Quavo) (Justice (Triple Chucks Deluxe)) · Watch on YouTube

youtube_video rQ_wrpnBID0 · row rQ_wrpnBID0

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At Least for Now

Listed as Justin Bieber – At Least for Now (Changes) · Watch on YouTube

youtube_video s4VObu0_bEY · row s4VObu0_bEY

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All Bad

Listed as Justin Bieber – All Bad (Journals) · Watch on YouTube

youtube_video un2mf5Qv3Fw · row un2mf5Qv3Fw

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Be Alright

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

youtube_video vryz9Tnf1Dw · row vryz9Tnf1Dw

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First Dance (feat. USHER)

Listed as Justin Bieber – First Dance (feat. USHER) (My World) · Watch on YouTube

youtube_video wpoCGXS9qpA · row wpoCGXS9qpA

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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.