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Exploring Softly Masked Language Modelling for Controllable Symbolic Music Generation (2305.03530v2)

Published 5 May 2023 in cs.SD, cs.LG, and eess.AS

Abstract: This document presents some early explorations of applying Softly Masked LLMling (SMLM) to symbolic music generation. SMLM can be seen as a generalisation of masked LLMling (MLM), where instead of each element of the input set being either known or unknown, each element can be known, unknown or partly known. We demonstrate some results of applying SMLM to constrained symbolic music generation using a transformer encoder architecture. Several audio examples are available at https://erl-j.github.io/smlm-web-supplement/

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