Chord-conditioned Melody and Bass Generation

Fuente: arXiv
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Hauptverfasser: Salem, Alexandra C, Shokri, Mohammad, Devaney, Johanna
Format: Preprint
Veröffentlicht: 2025
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author Salem, Alexandra C
Shokri, Mohammad
Devaney, Johanna
author_facet Salem, Alexandra C
Shokri, Mohammad
Devaney, Johanna
contents We evaluate five Transformer-based strategies for chord-conditioned melody and bass generation using a set of music theory-motivated metrics capturing pitch content, pitch interval size, and chord tone usage. The evaluated models include (1) no chord conditioning, (2) independent line chord-conditioned generation, (3) bass-first chord-conditioned generation, (4) melody-first chord-conditioned generation, and (5) chord-conditioned co-generation. We show that chord-conditioning improves the replication of stylistic pitch content and chord tone usage characteristics, particularly for the bass-first model.
format Preprint
id arxiv_https___arxiv_org_abs_2511_08755
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Chord-conditioned Melody and Bass Generation
Salem, Alexandra C
Shokri, Mohammad
Devaney, Johanna
Sound
We evaluate five Transformer-based strategies for chord-conditioned melody and bass generation using a set of music theory-motivated metrics capturing pitch content, pitch interval size, and chord tone usage. The evaluated models include (1) no chord conditioning, (2) independent line chord-conditioned generation, (3) bass-first chord-conditioned generation, (4) melody-first chord-conditioned generation, and (5) chord-conditioned co-generation. We show that chord-conditioning improves the replication of stylistic pitch content and chord tone usage characteristics, particularly for the bass-first model.
title Chord-conditioned Melody and Bass Generation
topic Sound
url https://arxiv.org/abs/2511.08755