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- W2964287748 abstract "We conduct a large-scale study of language models for chord prediction. Specifically, we compare $N$ -gram models to various flavours of recurrent neural networks on a comprehensive dataset comprising all publicly available datasets of annotated chords known to us. This large amount of data allows us to systematically explore hyperparameter settings for the recurrent neural networks—a crucial step in achieving good results with this model class. Our results show not only a quantitative difference between the models, but also a qualitative one: in contrast to static $N$ -gram models, certain RNN configurations adapt to the songs at test time. This finding constitutes a further step towards the development of chord recognition systems that are more aware of local musical context than what was previously possible." @default.
- W2964287748 created "2019-07-30" @default.
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- W2964287748 date "2018-04-01" @default.
- W2964287748 modified "2023-09-23" @default.
- W2964287748 title "A Large-Scale Study of Language Models for Chord Prediction" @default.
- W2964287748 doi "https://doi.org/10.1109/icassp.2018.8462285" @default.
- W2964287748 hasPublicationYear "2018" @default.
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