mlsanityData to 14 Oct 2026

SLEEPING-DISCO 9M: A large-scale pre-training dataset for generative music modeling

arXiv 2506.14293 ↗First posted 17 Jun 2025cs.SD cs.LG eess.AScited by 0

Not on the map. Why?

Abstract (arXiv)

We present Sleeping-DISCO 9M, a large-scale pre-training dataset for music and song. To the best of our knowledge, there are no open-source high-quality dataset representing popular and well-known songs for generative music modeling tasks such as text-music, music-captioning, singing-voice synthesis, melody reconstruction and cross-model retrieval. Past contributions focused on isolated and constrained factors whose core perspective was to create synthetic or re-recorded music corpus (e.g. GTSinger, M4Singer) and arbitrarily large-scale audio datasets (e.g. DISCO-10M and LAIONDISCO-12M) had been another focus for the community. Unfortunately, adoption of these datasets has been below substantial in the generative music community as these datasets fail to reflect real-world music and its flavour. Our dataset changes this narrative and provides a dataset that is constructed using actual popular music and world-renowned artists.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 9 of its 14 references that are in the map. First posted on arXiv 17 Jun 2025.

Builds on

9 of 14 references.

References · 9

  1. 2020Jukebox: A Generative Model for Musiccited by 542
  2. 2021DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanismcited by 154
  3. 2024GTSinger: A Global Multi-Technique Singing Corpus with Realistic Music Scores for All Singing Taskscited by 30
  4. 2020Expertise and Dynamics within Crowdsourced Musical Knowledge Curation: A Case Study of the Genius Platformcited by 13
  5. 2023DISCO-10M: A Large-Scale Music Datasetcited by 13
  6. 2024Prompt-Singer: Controllable Singing-Voice-Synthesis with Natural Language Promptcited by 12
  7. 2024SongCreator: Lyrics-based Universal Song Generationcited by 12
  8. 2018Neural Melody Composition from Lyricscited by 10
  9. 2024SongComposer: A Large Language Model for Lyric and Melody Generation in Song Compositioncited by 9

Built on by

Not cited yet.