Report Robert Williams built from the datasets alone

Yes. Robert Williams has 20 songs and 1 video listed in datasets used to train and test AI music models.

This page only knows about the videos the datasets list. To check every upload on the channel:

Used for training and testing 1

video in AudioSet

A list of about a million ten-second YouTube clips, each labelled with the sounds in it, that Google published in 2017. Labs use it to train and test general audio and music models.

Including Guitar Center King of the Blues 2011 Preliminary Round One Winner of 2

Used for training 20

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 Mathame Ton Erota, Irate Caterpillars, San Ena Oneiro

Listed under the artist name 20 songs in LAION-DISCO-12M

Probable match by artist name. If this is not you, ignore this section. Artist page on YouTube Music.

Mathame Ton Erota

Listed as Robert Williams, Bessy Argyraki – Mathame Ton Erota (Ilektroniki Epochi 1973-1987) · Watch on YouTube

youtube_video 3CVHy9yN80c · row 3CVHy9yN80c

LAION-DISCO-12M

Irate Caterpillars

Listed as Hugh Cornwell, Robert Williams – Irate Caterpillars (Nosferatu) · Watch on YouTube

youtube_video 8EP1w5Gkv4U · row 8EP1w5Gkv4U

LAION-DISCO-12M

San Ena Oneiro

Listed as Robert Williams, Bessy Argyraki – San Ena Oneiro (Ilektroniki Epochi 1973-1987) · Watch on YouTube

youtube_video DtDbNJQqoSc · row DtDbNJQqoSc

LAION-DISCO-12M

Puppets

Listed as Hugh Cornwell, Robert Williams – Puppets (Nosferatu) · Watch on YouTube

youtube_video H8HqZKW0FwA · row H8HqZKW0FwA

LAION-DISCO-12M

Mathima Solfez

Listed as Paschalis, Marianna Toli, Robert Williams, Bessy Argyraki – Mathima Solfez (Giorgos Chatzinasios / Mathima Solfez) · Watch on YouTube

youtube_video I6zkm0m3ABI · row I6zkm0m3ABI

LAION-DISCO-12M

Ti Ta Theleis Tora

Listed as Bessy Argyraki, Paschalis, Marianna Toli, Robert Williams – Ti Ta Theleis Tora (Ilektroniki Epochi 1973-1987) · Watch on YouTube

youtube_video Jez09ojnfUE · row Jez09ojnfUE

LAION-DISCO-12M

Tha S' Agapo (Bilitis)

Listed as Bessy Argyraki, Robert Williams – Tha S' Agapo (Bilitis) (San Ena Oneiro / Ta Oraiotera Mou Tragoudia 1973-1987) · Watch on YouTube

youtube_video LIllDvhkFgU · row LIllDvhkFgU

LAION-DISCO-12M

Nosferatu

Listed as Hugh Cornwell, Robert Williams – Nosferatu (Nosferatu) · Watch on YouTube

youtube_video N-6CZkpaJgU · row N-6CZkpaJgU

LAION-DISCO-12M

Losers In A Lost Land

Listed as Hugh Cornwell, Robert Williams – Losers In A Lost Land (Nosferatu) · Watch on YouTube

youtube_video NIv7sM6ukew · row NIv7sM6ukew

LAION-DISCO-12M

I Love You, I Love You, I Love You

Listed as Bessy Argyraki, Paschalis, Marianna Toli, Robert Williams – I Love You, I Love You, I Love You (Ilektroniki Epochi 1973-1987) · Watch on YouTube

youtube_video QvI7bJ2i130 · row QvI7bJ2i130

LAION-DISCO-12M

Wired

Listed as Hugh Cornwell, Robert Williams – Wired (Nosferatu) · Watch on YouTube

youtube_video TIV7SvK6s3o · row TIV7SvK6s3o

LAION-DISCO-12M

To Noima Tis Agapis

Listed as Robert Williams, Bessy Argyraki – To Noima Tis Agapis (Robert Williams / Bessy Argyraki) · Watch on YouTube

youtube_video VP8LEN7e5i0 · row VP8LEN7e5i0

LAION-DISCO-12M

Mono (Era)

Listed as Robert Williams, Bessy Argyraki – Mono (Era) (Ilektroniki Epochi 1973-1987) · Watch on YouTube

youtube_video WBIYeI08MfE · row WBIYeI08MfE

LAION-DISCO-12M

Ftiaxe To Avrio (We'll Live It All Again)

Listed as Bessy Argyraki, Robert Williams – Ftiaxe To Avrio (We'll Live It All Again) (San Ena Oneiro / Ta Oraiotera Mou Tragoudia 1973-1987) · Watch on YouTube

youtube_video X_4bCZXNncg · row X_4bCZXNncg

LAION-DISCO-12M

White Room

Listed as Hugh Cornwell, Robert Williams – White Room (Nosferatu) · Watch on YouTube

youtube_video _EBXzjh8zfg · row _EBXzjh8zfg

LAION-DISCO-12M

Mothra

Listed as Hugh Cornwell, Robert Williams – Mothra (Nosferatu) · Watch on YouTube

youtube_video aWU08I42G9o · row aWU08I42G9o

LAION-DISCO-12M

Big Bug

Listed as Hugh Cornwell, Robert Williams – Big Bug (Nosferatu) · Watch on YouTube

youtube_video jDW8cpsvqAw · row jDW8cpsvqAw

LAION-DISCO-12M

Wrong Way Round

Listed as Hugh Cornwell, Robert Williams – Wrong Way Round (Nosferatu) · Watch on YouTube

youtube_video lEJ_07SB7pc · row lEJ_07SB7pc

LAION-DISCO-12M

Music Lesson (Mathima Solfez)

Listed as Paschalis, Marianna Toli, Robert Williams, Bessy Argyraki – Music Lesson (Mathima Solfez) (Giorgos Chatzinasios / Mathima Solfez) · Watch on YouTube

youtube_video m3IIagHRGqQ · row m3IIagHRGqQ

LAION-DISCO-12M

Rythmic Itch

Listed as Hugh Cornwell, Robert Williams – Rythmic Itch (Nosferatu) · Watch on YouTube

youtube_video qktiMPMEVnc · row qktiMPMEVnc

LAION-DISCO-12M

AudioSet 1 videos, 1 rows

Guitar Center King of the Blues 2011 Preliminary Round One Winner of 2

Clip 30s to 40s · Open clip on YouTube · Labels: Blues, Electric guitar, Guitar, Music, Musical instrument, Strum, Plucked string instrument

youtube_video 9K8DbN2DDO0 · row unbalanced_train:9K8DbN2DDO0:30:40

AudioSetunbalanced_train

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

Keep a copy

Download the evidence (PDF) JSON Check another name

Share this page https://youtrained.com/r/robert-williams-yt_UCPC9OBwXiPHKSjm-qb5wOSQ

Provenance

JSON export SHA-256 ac57ea0c67ff4ff2b6bb813623a8f6a914425913b0313e57dbc303f35b33670b

Dataset versions indexed

Dataset	File	Rows	Loaded	SHA-256
audioset	balanced_train_segments.csv	8,836	2026-09-24T10:30:36+00:00	`3b83e5ff9ed72cfd…`
audioset	eval_segments.csv	7,848	2026-09-24T10:30:36+00:00	`f7055f53935f70e7…`
audioset	unbalanced_train_segments.csv	1,063,333	2026-09-24T10:30:43+00:00	`bb2dfd5e4f1ced39…`
laion_disco_12m	train-00000-of-00005.parquet	2,464,184	2026-09-24T12:18:19+00:00	`f8b1f0034f8f1e94…`
laion_disco_12m	train-00001-of-00005.parquet	2,464,183	2026-09-24T12:32:29+00:00	`71d78ad14ee3f85d…`
laion_disco_12m	train-00002-of-00005.parquet	2,464,183	2026-09-24T12:49:06+00:00	`0feba570a0e8e73c…`
laion_disco_12m	train-00003-of-00005.parquet	2,464,183	2026-09-24T13:06:37+00:00	`21a77d99fd85ad2f…`
laion_disco_12m	train-00004-of-00005.parquet	2,464,183	2026-09-24T13:24:36+00:00	`6ac5f59958b6b813…`
musiccaps	musiccaps-public.csv	5,521	2026-09-24T10:29:42+00:00	`8cc109ac507b5e5a…`

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. This report is informational and is not legal advice. It shows that identifiers matching your work are present in the named public research datasets; it does not establish how any particular company used them. If you are the subject of this page and want it removed, see removals.