Report aft3rTh0ught built from the datasets alone

Yes. aft3rTh0ught has 9 videos listed in datasets used to train and test AI models.

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

Used for training and testing 9

videos 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 K-Ci & JoJo - Love Ballad [Cover of L.T.D.], Mint Condition - Is This Pain Our Pleasure, Joe - No One Else Comes Close (Unplugged) [Acoustic]

Used for testing 1

video in MusicCaps

A set of 5,521 ten-second music clips from YouTube, each with a written description, that Google published in 2023. It is the standard test set for text-to-music models.

Including K-Ci & JoJo - Love Ballad [Cover of L.T.D.]

AudioSet 9 videos, 9 rows

K-Ci & JoJo - Love Ballad [Cover of L.T.D.]

Clip 40s to 50s · Open clip on YouTube · Labels: Music, Independent music, Rhythm and blues, Soul music

youtube_video C6m_OWe-JE4 · row eval:C6m_OWe-JE4:40:50

AudioSeteval

Mint Condition - Is This Pain Our Pleasure

Clip 60s to 70s · Open clip on YouTube · Labels: Soul music

youtube_video 2IurwndVTCs · row unbalanced_train:2IurwndVTCs:60:70

AudioSetunbalanced_train

Joe - No One Else Comes Close (Unplugged) [Acoustic]

Clip 180s to 190s · Open clip on YouTube · Labels: Music

youtube_video 9BoX3vEdMOA · row unbalanced_train:9BoX3vEdMOA:180:190

AudioSetunbalanced_train

H-Town - Knockin' Da Boots

Clip 180s to 190s · Open clip on YouTube · Labels: Music, Soul music

youtube_video ZLcLRaG2JKU · row unbalanced_train:ZLcLRaG2JKU:180:190

AudioSetunbalanced_train

Blackstreet - Givin' You All My Lovin'

Clip 40s to 50s · Open clip on YouTube · Labels: Funk

youtube_video dembnSDuOOc · row unbalanced_train:dembnSDuOOc:40:50

AudioSetunbalanced_train

Jodeci - Good Luv

Clip 50s to 60s · Open clip on YouTube · Labels: Music, Rhythm and blues

youtube_video hAVa6wa494I · row unbalanced_train:hAVa6wa494I:50:60

AudioSetunbalanced_train

Ginuwine - So Anxious

Clip 130s to 140s · Open clip on YouTube · Labels: Funk, Music, Soul music

youtube_video pgJhUVflPbk · row unbalanced_train:pgJhUVflPbk:130:140

AudioSetunbalanced_train

RL (of Next) - Oh Baby

Clip 60s to 70s · Open clip on YouTube · Labels: Singing, Music

youtube_video qerR_bVQbxY · row unbalanced_train:qerR_bVQbxY:60:70

AudioSetunbalanced_train

Boyz II Men - Uhh Ahh [Sequel]

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

youtube_video z1kdK-EetWQ · row unbalanced_train:z1kdK-EetWQ:30:40

AudioSetunbalanced_train

MusicCaps 1 videos, 1 rows

K-Ci & JoJo - Love Ballad [Cover of L.T.D.]

“The drums hold a solid R&B groove with little fill-ins here and there that are panned to the left and right side of the speakers. Along with the drums a e-bass is playing a round and full-sounding bassline in the background. One e-guitar is strumming chords panned to the right side of the speakers. While the other guitar is playing a lead melody ending the phrases of the keys playing chords in the mid range. The male singer sounds soulful and his voice is deep. This song may be playing at home on a romantic dinner with your partner.”

Clip 40s to 50s · Open clip on YouTube

youtube_video C6m_OWe-JE4 · row C6m_OWe-JE4:40:50

MusicCaps

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

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Provenance

JSON export SHA-256 405e6c765673feae842e166d1629898a7bffdb811a4408128c35c296b2c809bf

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.