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This is a Quantitative Study study.

October 19, 2025Open Access

Large Language Models' Internal Perception of Symbolic Music

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This analysis reveals how large language models decode musical concepts, suggesting implications for symbolic music tasks.

Large language models can infer basic musical structures from text, showcasing their ability in symbolic music generation.
Using a dataset of LLM-generated MIDI files, we benchmark genre classification and melody completion tasks against standard models.
Neural networks trained on LLM-generated music demonstrate potential in recognizing and generating musical patterns.
Despite their capabilities, LLMs face limitations due to a lack of explicit musical context in their training data.

Shin et al. (2025) studied this question.

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