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Publication . Article . Conference object . 2021

MINGUS: Melodic Improvisation Neural Generator Using Seq2Seq

Vincenzo Madaghiele; Pasquale Lisena; Raphael Troncy;
Open Access
Published: 07 Nov 2021
Publisher: Zenodo
Abstract
Sequence to Sequence (Seq2Seq) approaches have shown good performances in automatic music generation. We introduce MINGUS, a Transformer-based Seq2Seq architecture for modelling and generating monophonic jazz melodic lines. MINGUS relies on two dedicated embedding models (respectively for pitch and duration) and exploits in prediction features such as chords (current and following), bass line, position inside the measure. The obtained results are comparable with the state of the art of music generation with neural models, with particularly good performances on jazz music.
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