mlsanityData to 14 Oct 2026

MusPyExpress: Extending MusPy with Enhanced Expression Text Support

arXiv 2608.21678 ↗First posted 21 Aug 2026cs.SD cs.LG eess.AScited by 1

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Abstract (arXiv)

Current work in modeling symbolic music primarily relies on representations extracted from MIDI-like data. While such formats allow for modeling symbolic music as sequences of notes, they omit the large space of symbolic annotations common in western sheet music broadly known as expression text, such as tempo or dynamics, which specify time- and velocity-dependent controls on the musical composition and performance. To alleviate this gap, we present MusPyExpress, an extension to the popular symbolic music processing library MusPy that enables the extraction of expression text along with symbolic music for downstream modeling. Utilizing this extension, we parse the PDMX dataset to illustrate the wealth of expression text available in MusicXML datasets. Additionally, we introduce multiple generative tasks, including joint expression-note generation, expression-conditioned music generation, and expression tagging, that take advantage of this additional notational information.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 14 of its 24 references that are in the map. First posted on arXiv 21 Aug 2026.

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14 of 24 references.

References · 14

  1. 2017Attention Is All You Needcited by 60,361
  2. 2018Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Datasetcited by 217
  3. 2017MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompanimentcited by 151
  4. 2021MusicBERT: Symbolic Music Understanding with Large-Scale Pre-Trainingcited by 89
  5. 2020POP909: A Pop-song Dataset for Music Arrangement Generationcited by 83
  6. 2021MT3: Multi-Task Multitrack Music Transcriptioncited by 71
  7. 2020PopMAG: Pop Music Accompaniment Generationcited by 68
  8. 2019LakhNES: Improving multi-instrumental music generation with cross-domain pre-trainingcited by 54
  9. 2020The Jazz Transformer on the Front Line: Exploring the Shortcomings of AI-composed Music through Quantitative Measurescited by 53
  10. 2020MusPy: A Toolkit for Symbolic Music Generationcited by 37
  11. 2022Multitrack Music Transformercited by 28
  12. 2024PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processingcited by 15
2 more
  1. 2018A database linking piano and orchestral MIDI scores with application to automatic projective orchestrationcited by 11
  2. 2024Generating Symbolic Music from Natural Language Prompts using an LLM-Enhanced Datasetcited by 9

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