Report Ghost built from the datasets alone

Yes. Ghost has 396 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 2pac ft Eminem - Second chance

Used for training 396

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 WINNER (feat. KEEPER aka ANDSTILL), ETERNAL, Living Years

Listed under the artist name 396 songs in LAION-DISCO-12M

youtube_video zq71Oat7N-c · row zq71Oat7N-c

LAION-DISCO-12M

Time After Time

Listed as Ghost – Time After Time (Riddim Driven: Forensics) · Watch on YouTube

youtube_video zuRfppIwzio · row zuRfppIwzio

Listed as Ghost – He Is (Live In San Francisco) (He Is) · Watch on YouTube

youtube_video yznNZmtTAZo · row yznNZmtTAZo

Listed as Ghost – SLOWLY (LOVE YOU) · Watch on YouTube

youtube_video zokOfyeas5Y · row zokOfyeas5Y

Listed as Ghost – Mil Coisas (Mil Coisas) · Watch on YouTube

youtube_video zoYBwOJClwk · row zoYBwOJClwk

Listed as Ghost – Les gars de la place (feat. Sir Pathétik) (Le gars du nord) · Watch on YouTube

youtube_video zN50qvMIjow · row zN50qvMIjow

Listed as Vitin, Ghost, DJ Nemo NTR – Cria do Complexo (Cria do Complexo) · Watch on YouTube

youtube_video vKYYSYxcL4o · row vKYYSYxcL4o

Listed as Salaam Remi, Ghost – Bedroom Caper (Starburst Riddim) · Watch on YouTube

youtube_video vOviKyydJGs · row vOviKyydJGs

Listed as Millet, Felix, Ghost – L'oppio dei poveri(intro) (Fantasmi (prod. Felix & Millet)) · Watch on YouTube

youtube_video zM6fpLBuZdM · row zM6fpLBuZdM

LAION-DISCO-12M

Ghost 2 songs

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

Novocaine (Instrumental)

Listed as Ghost, Creep-P – Novocaine (Instrumental) (Novocaine) · Watch on YouTube

youtube_video 6W6SihJV0ZA · row 6W6SihJV0ZA

LAION-DISCO-12M

Novocaine

Listed as Ghost, Creep-P – Novocaine (Novocaine) · Watch on YouTube

youtube_video FWdXpd___54 · row FWdXpd___54

LAION-DISCO-12M

Ghost 2 songs

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

How Could She

Listed as Singing Melody, Ghost – How Could She (Reggae Hits, Vol. 28) · Watch on YouTube

youtube_video 3n9mr8k7MLQ · row 3n9mr8k7MLQ

2pac ft Eminem - Second chance

Clip 30s to 40s · Open clip on YouTube · Labels: Singing, Music, Rapping, Hip hop music

youtube_video dfpYaBrtfUk · row unbalanced_train:dfpYaBrtfUk: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/ghost-yt_UCjAVr9AZKnReP1uroIOgTCQ

Provenance

JSON export SHA-256 e018bb7e7ef63093541274abc7b8d7a40aef81a759c28ae380bfb368b4e0ec5d

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.