Yes. Assemblage 23 has 149 songs listed in a dataset used to train AI music models.

Used for training 149

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 God Is a Strangely Absent Father, Maps of Reality, Leave This All Behind

Listed under the artist name 149 songs in LAION-DISCO-12M

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

God Is a Strangely Absent Father

Listed as Assemblage 23 – God Is a Strangely Absent Father (Bruise (Limited Edition)) · Watch on YouTube

youtube_video 1TH9P1LJFw0 · row 1TH9P1LJFw0

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Maps of Reality

Listed as Assemblage 23 – Maps of Reality (Defiance) · Watch on YouTube

youtube_video 3HElArHRFQg · row 3HElArHRFQg

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Leave This All Behind

Listed as Assemblage 23 – Leave This All Behind (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video 3NJTocjqtH0 · row 3NJTocjqtH0

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Afterglow

Listed as Assemblage 23 – Afterglow (Endure) · Watch on YouTube

youtube_video 3frg_lLVAO4 · row 3frg_lLVAO4

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King of Insekts

Listed as Assemblage 23 – King of Insekts (Failure) · Watch on YouTube

youtube_video 6JrdZ7MMAnU · row 6JrdZ7MMAnU

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Crush

Listed as Assemblage 23 – Crush (Meta) · Watch on YouTube

youtube_video 8i3SDvUf3xc · row 8i3SDvUf3xc

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Angels & Demons

Listed as Assemblage 23 – Angels & Demons (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video BziZWd74tzQ · row BziZWd74tzQ

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This House Is Empty

Listed as Assemblage 23 – This House Is Empty (Mourn) · Watch on YouTube

youtube_video CWV0_MuYE_I · row CWV0_MuYE_I

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Confession

Listed as Assemblage 23 – Confession (Mourn (Deluxe Edition)) · Watch on YouTube

youtube_video D4FxZYVSCfU · row D4FxZYVSCfU

LAION-DISCO-12M

Welcome, Apocalypse (Alpha Quadrant Remix)

Listed as Assemblage 23 – Welcome, Apocalypse (Alpha Quadrant Remix) (Mourn (Deluxe Edition)) · Watch on YouTube

youtube_video G4Qj2x3gAXQ · row G4Qj2x3gAXQ

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Outsider

Listed as Assemblage 23 – Outsider (Bruise) · Watch on YouTube

youtube_video IH_lWhmTy4A · row IH_lWhmTy4A

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Longevity

Listed as Assemblage 23 – Longevity (Failure) · Watch on YouTube

youtube_video JhrwGEoH6R0 · row JhrwGEoH6R0

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Silence

Listed as Assemblage 23 – Silence (Failure) · Watch on YouTube

youtube_video KUwWM1arOdU · row KUwWM1arOdU

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Tried

Listed as Assemblage 23 – Tried (Failure) · Watch on YouTube

youtube_video KbU0-QmYroc · row KbU0-QmYroc

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Surface

Listed as Assemblage 23 – Surface (Contempt) · Watch on YouTube

youtube_video N5Htx2A-QEI · row N5Htx2A-QEI

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You & I (Remix)

Listed as Omnimar, Assemblage 23 – You & I (Remix) (You & I (Remix)) · Watch on YouTube

youtube_video NpXzw1yev9c · row NpXzw1yev9c

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Grid

Listed as Assemblage 23 – Grid (Endure) · Watch on YouTube

youtube_video Nq2vdbsEtl8 · row Nq2vdbsEtl8

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Divide (2021 Mix)

Listed as Assemblage 23 – Divide (2021 Mix) (Failure (20th Anniversary Edition)) · Watch on YouTube

youtube_video NszthwrOdWA · row NszthwrOdWA

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Epiphany ([:SITD:] Remix)

Listed as Assemblage 23 – Epiphany ([:SITD:] Remix) (Mourn (Deluxe Edition)) · Watch on YouTube

youtube_video PM2XyBdx35c · row PM2XyBdx35c

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Rain Falls Down

Listed as Assemblage 23 – Rain Falls Down (Bruise (Limited Edition)) · Watch on YouTube

youtube_video PYRfqpBgY4k · row PYRfqpBgY4k

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Ghosts

Listed as Assemblage 23 – Ghosts (Meta) · Watch on YouTube

youtube_video PgUPvHkJhzM · row PgUPvHkJhzM

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Mortuary (1988)

Listed as Assemblage 23 – Mortuary (1988) (Early, Rare, & Unreleased (1988-1998)) · Watch on YouTube

youtube_video RaNq7RkEKhY · row RaNq7RkEKhY

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Bravery (Solitary Experiments Remix)

Listed as Assemblage 23 – Bravery (Solitary Experiments Remix) (Endure (Deluxe Edition)) · Watch on YouTube

youtube_video RuQWOzZkDvY · row RuQWOzZkDvY

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Crosstalk

Listed as Assemblage 23 – Crosstalk (Bruise) · Watch on YouTube

youtube_video SoS0PzQ2X9A · row SoS0PzQ2X9A

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Smoke

Listed as Assemblage 23 – Smoke (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video TCaJJXj0s8U · row TCaJJXj0s8U

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Otherness

Listed as Assemblage 23 – Otherness (Bruise) · Watch on YouTube

youtube_video Twc43mtuQvA · row Twc43mtuQvA

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Anxiety

Listed as Assemblage 23 – Anxiety (Mourn) · Watch on YouTube

youtube_video UgbxVGtknvk · row UgbxVGtknvk

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Automaton

Listed as Assemblage 23 – Automaton (Bruise) · Watch on YouTube

youtube_video V41nvLAzSP8 · row V41nvLAzSP8

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Truth

Listed as Assemblage 23 – Truth (Meta) · Watch on YouTube

youtube_video VXxkUqhS4YI · row VXxkUqhS4YI

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Tragedy

Listed as Assemblage 23 – Tragedy (Mourn) · Watch on YouTube

youtube_video WVwUv_kh8k8 · row WVwUv_kh8k8

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Bi-Polar

Listed as Assemblage 23 – Bi-Polar (Contempt) · Watch on YouTube

youtube_video ceyXir8A0KM · row ceyXir8A0KM

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Call The Dawn

Listed as Assemblage 23 – Call The Dawn (Endure) · Watch on YouTube

youtube_video cipV6-HJO1Y · row cipV6-HJO1Y

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Light

Listed as Assemblage 23 – Light (Defiance) · Watch on YouTube

youtube_video d39H4poA5lI · row d39H4poA5lI

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Reckless

Listed as Assemblage 23 – Reckless (Bruise (Limited Edition)) · Watch on YouTube

youtube_video eUxj_1gSWF0 · row eUxj_1gSWF0

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The Cruelest Year

Listed as Assemblage 23 – The Cruelest Year (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video ffQIzhBNvQ4 · row ffQIzhBNvQ4

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Alone Again

Listed as Assemblage 23 – Alone Again (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video hdPCCIoMzRc · row hdPCCIoMzRc

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30kft

Listed as Assemblage 23 – 30kft (STORM) · Watch on YouTube

youtube_video j4PoWSLwFRY · row j4PoWSLwFRY

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Blindhammer

Listed as Assemblage 23 – Blindhammer (Defiance) · Watch on YouTube

youtube_video j58Q2nsemfA · row j58Q2nsemfA

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Sometimes I Wish I Was Dead (1988)

Listed as Assemblage 23 – Sometimes I Wish I Was Dead (1988) (Early, Rare, & Unreleased (1988-1998)) · Watch on YouTube

youtube_video moMuHezevqY · row moMuHezevqY

LAION-DISCO-12M

Could've

Listed as Assemblage 23 – Could've (Mourn) · Watch on YouTube

youtube_video p8067BhgmF0 · row p8067BhgmF0

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Endure

Listed as Assemblage 23 – Endure (Endure) · Watch on YouTube

youtube_video pR7DrrE4fOg · row pR7DrrE4fOg

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Beneath the Silence (1989)

Listed as Assemblage 23 – Beneath the Silence (1989) (Early, Rare, & Unreleased : Volume 2) · Watch on YouTube

youtube_video q4nJUD5k-v0 · row q4nJUD5k-v0

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Collapse

Listed as Assemblage 23 – Collapse (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video rll1Z0SqfMI · row rll1Z0SqfMI

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Purgatory

Listed as Assemblage 23 – Purgatory (Contempt) · Watch on YouTube

youtube_video tTs4UsR3SCE · row tTs4UsR3SCE

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Temporary (Remix)

Listed as Elezoria, Assemblage 23 – Temporary (Remix) (Temporary (Remix)) · Watch on YouTube

youtube_video u-hNLpH1APY · row u-hNLpH1APY

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Binary (Album Mix)

Listed as Assemblage 23 – Binary (Album Mix) (Binary) · Watch on YouTube

youtube_video v7pt5PPEi6g · row v7pt5PPEi6g

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Sorry

Listed as Assemblage 23 – Sorry (Meta) · Watch on YouTube

youtube_video wUdt7-T3jUM · row wUdt7-T3jUM

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How Can You Sleep?

Listed as Assemblage 23 – How Can You Sleep? (Compass (Deluxe Edition)) · Watch on YouTube

youtube_video wZxwGEBV5FI · row wZxwGEBV5FI

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Regret

Listed as Assemblage 23 – Regret (STORM) · Watch on YouTube

youtube_video wqtRiKMyC-I · row wqtRiKMyC-I

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Over & Out

Listed as Assemblage 23 – Over & Out (Bruise) · Watch on YouTube

youtube_video wwx65DxsZUg · row wwx65DxsZUg

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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.