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Integrating Text-to-Music Models with Language Models: Composing Long Structured Music Pieces

arXiv 2410.00344 ↗First posted 1 Oct 2024cs.SD cs.LG eess.AScited by 0

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Abstract (arXiv)

Recent music generation methods based on transformers have a context window of up to a minute. The music generated by these methods is largely unstructured beyond the context window. With a longer context window, learning long-scale structures from musical data is a prohibitively challenging problem. This paper proposes integrating a text-to-music model with a large language model to generate music with form. The papers discusses the solutions to the challenges of such integration. The experimental results show that the proposed method can generate 2.5-minute-long music that is highly structured, strongly organized, and cohesive.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 21 of its 28 references that are in the map. First posted on arXiv 1 Oct 2024.

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21 of 28 references.

References · 21

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9 more
  1. 2024Many-Shot In-Context Learningcited by 203
  2. 2021Symbolic Music Generation with Diffusion Modelscited by 152
  3. 2024In-Context Learning with Long-Context Models: An In-Depth Explorationcited by 126
  4. 2022Multi-instrument Music Synthesis with Spectrogram Diffusioncited by 42
  5. 2024HanDiffuser: Text-to-Image Generation With Realistic Hand Appearancescited by 42
  6. 2024Hand1000: Generating Realistic Hands from Text with Only 1,000 Imagescited by 11
  7. 2019Enhanced Hierarchical Music Structure Annotations via Feature Level Similarity Fusioncited by 4
  8. 2023Empirical assessment of ChatGPT's answering capabilities in natural science and engineeringcited by 4
  9. 2024SpecDiff-GAN: A Spectrally-Shaped Noise Diffusion GAN for Speech and Music Synthesiscited by 3

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