Yes. Roy Orbison has 168 songs listed in a dataset used to train AI music models.

Used for training 168

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 Wild Hearts Run Out Of Time, Come Back to Me (My Love), Only the lonely

Listed under the artist name 168 songs in LAION-DISCO-12M

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

Wild Hearts Run Out Of Time

Listed as Roy Orbison – Wild Hearts Run Out Of Time (The Essential Roy Orbison) · Watch on YouTube

youtube_video 1-mZCyIAA9g · row 1-mZCyIAA9g

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Come Back to Me (My Love)

Listed as Roy Orbison – Come Back to Me (My Love) (Sings Lonely and Blue) · Watch on YouTube

youtube_video 1uSJ70k_Xdc · row 1uSJ70k_Xdc

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Only the lonely

Listed as Roy Orbison – Only the lonely (The EP Collection Vol.7) · Watch on YouTube

youtube_video 2gAGneC2Mqs · row 2gAGneC2Mqs

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It's Over

Listed as Roy Orbison, The Royal Philharmonic Orchestra – It's Over (A Love So Beautiful: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video 6-rj707e9es · row 6-rj707e9es

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My Prayer

Listed as Roy Orbison – My Prayer (In Dreams) · Watch on YouTube

youtube_video 6hggOX7wGy8 · row 6hggOX7wGy8

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Blue Angel

Listed as Roy Orbison, The Royal Philharmonic Orchestra – Blue Angel (A Love So Beautiful: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video 8HMCRVY8AWs · row 8HMCRVY8AWs

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Blue angel

Listed as Roy Orbison – Blue angel (Roy Orbison, Selección 5 Estrellas White) · Watch on YouTube

youtube_video 9kBIZbVXqes · row 9kBIZbVXqes

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Only the Lonely (Know the Way I Feel)

Listed as Roy Orbison, The Royal Philharmonic Orchestra – Only the Lonely (Know the Way I Feel) (A Love So Beautiful: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video A067urziDx4 · row A067urziDx4

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Mona Lisa

Listed as Roy Orbison – Mona Lisa (Back to Jukebox, Vol. 2) · Watch on YouTube

youtube_video AxYj7pW9JSM · row AxYj7pW9JSM

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Mama

Listed as Roy Orbison – Mama (Oh, Pretty Woman) · Watch on YouTube

youtube_video C8YaJWvOUNc · row C8YaJWvOUNc

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Too Soon to Know

Listed as Roy Orbison – Too Soon to Know (Unchained Melodies II) · Watch on YouTube

youtube_video DEGltSTUg1c · row DEGltSTUg1c

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No One Will Ever Know

Listed as Roy Orbison – No One Will Ever Know (In Dreams) · Watch on YouTube

youtube_video DQRPzbcm52o · row DQRPzbcm52o

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Sweet Memories

Listed as Roy Orbison – Sweet Memories (One Of The Lonely Ones) · Watch on YouTube

youtube_video FctkWirRwrE · row FctkWirRwrE

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Heartbreak Radio (2022 Remaster)

Listed as Roy Orbison – Heartbreak Radio (2022 Remaster) (King Of Hearts (2022 Remaster)) · Watch on YouTube

youtube_video JPgb8ITmHi4 · row JPgb8ITmHi4

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Running Scared (1985 Version)

Listed as Roy Orbison – Running Scared (1985 Version) (The Essential Roy Orbison) · Watch on YouTube

youtube_video Lwsj4rsAVUg · row Lwsj4rsAVUg

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She Wears My Ring

Listed as Roy Orbison – She Wears My Ring (Crying (Original LP)) · Watch on YouTube

youtube_video MDc5OhPcvAc · row MDc5OhPcvAc

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Love Hurts

Listed as Roy Orbison, The Royal Philharmonic Orchestra – Love Hurts (A Love So Beautiful: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video N_wuJdMow28 · row N_wuJdMow28

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You May Feel Me Crying

Listed as Roy Orbison – You May Feel Me Crying (Mystery Girl) · Watch on YouTube

youtube_video PPN0EHyy09Y · row PPN0EHyy09Y

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Love Hurts

Listed as Roy Orbison – Love Hurts (The Great Pretender (Shellac Memories)) · Watch on YouTube

youtube_video QMMz27RPasM · row QMMz27RPasM

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Onle The Lonely

Listed as Roy Orbison – Onle The Lonely (Neil Young's Jukebox) · Watch on YouTube

youtube_video RAgofltZyNM · row RAgofltZyNM

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The Comedians

Listed as Roy Orbison – The Comedians (Mystery Girl) · Watch on YouTube

youtube_video RKNIOgWvbx0 · row RKNIOgWvbx0

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Mama

Listed as Roy Orbison – Mama (Vintage Gold) · Watch on YouTube

youtube_video ROldcX66ydU · row ROldcX66ydU

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Domino

Listed as Roy Orbison – Domino (At the Rock House) · Watch on YouTube

youtube_video U6_u4Gg47Jw · row U6_u4Gg47Jw

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Rock House

Listed as Roy Orbison – Rock House (At the Rock House) · Watch on YouTube

youtube_video U7je98f9sOs · row U7je98f9sOs

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Too Soon To Know

Listed as Roy Orbison – Too Soon To Know (Roy Orbison Sings Don Gibson) · Watch on YouTube

youtube_video Wec39F-SG8g · row Wec39F-SG8g

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House Without Windows

Listed as Roy Orbison – House Without Windows (In Dreams) · Watch on YouTube

youtube_video WlkmBxCS1k8 · row WlkmBxCS1k8

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Ooh! My Soul

Listed as Roy Orbison – Ooh! My Soul (Old Gold Classics Vol 2) · Watch on YouTube

youtube_video XwnV5-rfjhQ · row XwnV5-rfjhQ

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Crying

Listed as Roy Orbison, The Royal Philharmonic Orchestra – Crying (A Love So Beautiful: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video YATnSLAo9Tg · row YATnSLAo9Tg

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Danny Boy

Listed as Roy Orbison – Danny Boy (Memphis) · Watch on YouTube

youtube_video _ssUeimDjtI · row _ssUeimDjtI

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The Great Pretender (with The Royal Philharmonic Orchestra)

Listed as Roy Orbison, The Royal Philharmonic Orchestra – The Great Pretender (with The Royal Philharmonic Orchestra) (Unchained Melodies: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video aX8ybUVsdKU · row aX8ybUVsdKU

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Pretty Woman (From "Pretty Woman")

Listed as Roy Orbison – Pretty Woman (From "Pretty Woman") (47 Temas de Películas) · Watch on YouTube

youtube_video e2AABaiq_40 · row e2AABaiq_40

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Only the lonely

Listed as Roy Orbison – Only the lonely (Lonely and Blue) · Watch on YouTube

youtube_video e4HsKhLBo6g · row e4HsKhLBo6g

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Cry

Listed as Roy Orbison – Cry (Sings Lonely and Blue) · Watch on YouTube

youtube_video ef8Bpf8HA-o · row ef8Bpf8HA-o

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Dream Baby (How Long Must I Dream)

Listed as Roy Orbison – Dream Baby (How Long Must I Dream) (School of Rock (All the Classic Recordings)) · Watch on YouTube

youtube_video ejOMPPUdkrE · row ejOMPPUdkrE

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Bye Bye Love

Listed as Roy Orbison – Bye Bye Love (Sings Lonely and Blue) · Watch on YouTube

youtube_video fIkpuduAtl0 · row fIkpuduAtl0

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California Blue (with The Royal Philharmonic Orchestra)

Listed as Roy Orbison, The Royal Philharmonic Orchestra – California Blue (with The Royal Philharmonic Orchestra) (Unchained Melodies: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video fqEjZQY5Hx8 · row fqEjZQY5Hx8

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Lonely Wine

Listed as Roy Orbison – Lonely Wine (In Dreams) · Watch on YouTube

youtube_video iCvqSq_c-rc · row iCvqSq_c-rc

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It's Over

Listed as Roy Orbison – It's Over (The Monument Singles Collection) · Watch on YouTube

youtube_video j34GH3LuJ5M · row j34GH3LuJ5M

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Blue Bayou (with The Royal Philharmonic Orchestra)

Listed as Roy Orbison, The Royal Philharmonic Orchestra – Blue Bayou (with The Royal Philharmonic Orchestra) (Unchained Melodies: Roy Orbison & The Royal Philharmonic Orchestra) · Watch on YouTube

youtube_video jr3QvxaInY8 · row jr3QvxaInY8

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Borne on the Wind

Listed as Roy Orbison – Borne on the Wind (Oh, Pretty Woman) · Watch on YouTube

youtube_video kPd0bT-2ulM · row kPd0bT-2ulM

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Goodnight

Listed as Roy Orbison – Goodnight (The Soul of Rock And Roll) · Watch on YouTube

youtube_video oDau-o39nsg · row oDau-o39nsg

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A legend in my time

Listed as Roy Orbison – A legend in my time (Lonely and Blue) · Watch on YouTube

youtube_video pqMQPKkgVig · row pqMQPKkgVig

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(All I Can Do Is) Dream You

Listed as Roy Orbison – (All I Can Do Is) Dream You (Mystery Girl) · Watch on YouTube

youtube_video qcZzSKOkpCA · row qcZzSKOkpCA

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Runnin' Scared

Listed as Roy Orbison – Runnin' Scared (London American 1961) · Watch on YouTube

youtube_video r-N9YSjpsfU · row r-N9YSjpsfU

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The Great Pretender

Listed as Roy Orbison – The Great Pretender (Crying) · Watch on YouTube

youtube_video rMi8cY6R7nI · row rMi8cY6R7nI

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Careless Heart

Listed as Roy Orbison – Careless Heart (Mystery Girl) · Watch on YouTube

youtube_video rUCNEB7wivs · row rUCNEB7wivs

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Yo Te Amo Maria

Listed as Roy Orbison – Yo Te Amo Maria (Oh, Pretty Woman) · Watch on YouTube

youtube_video s3QxalveLrE · row s3QxalveLrE

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In Dreams (Live)

Listed as Roy Orbison – In Dreams (Live) (Black & White Night 30 (Live)) · Watch on YouTube

youtube_video uwtRsYvAR5M · row uwtRsYvAR5M

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Ride Away

Listed as Roy Orbison – Ride Away (There Is Only One Roy Orbison) · Watch on YouTube

youtube_video zN8orygJsyc · row zN8orygJsyc

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Running scared

Listed as Roy Orbison – Running scared (Roy Orbison, Selección 5 Estrellas White) · Watch on YouTube

youtube_video zRj9WNsY6j8 · row zRj9WNsY6j8

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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.