Music Modeling on JSB Chorales

Metric: NLL (higher is better)

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#	Model↕	NLL▼	Extra Data	Paper	Date↕	Code
1	GRU	8.54	No	Empirical Evaluation of Gated Recurrent Neural N...	2014-12-11	Code
2	Seq-U-Net	8.173	No	Seq-U-Net: A One-Dimensional Causal U-Net for Ef...	2019-11-14	Code
3	TCN	8.154	No	Seq-U-Net: A One-Dimensional Causal U-Net for Ef...	2019-11-14	Code
4	TCN	8.1	No	An Empirical Evaluation of Generic Convolutional...	2018-03-04	Code
5	RNN-RBM	6.27	No	Modeling Temporal Dependencies in High-Dimension...	2012-06-27	Code
6	RNN-NADE	5.56	No	Modeling Temporal Dependencies in High-Dimension...	2012-06-27	Code
7	CoCoNet	2.22	No	Counterpoint by Convolution	2019-03-18	Code
8	Music Transformer	0.335	No	Music Transformer	2018-09-12	Code
9	TonicNet	0.22	No	Improving Polyphonic Music Models with Feature-R...	2019-11-26	Code
10	TonicNet	0.208	Yes	-	-	Code

#1GRUSOTA
8.54
NLL· 2014-12-11
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Code
#2Seq-U-Net
8.173
NLL· 2019-11-14
Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling Code
#3TCN
8.154
NLL· 2019-11-14
Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling Code
#4TCN
8.1
NLL· 2018-03-04
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Code
#5RNN-RBMSOTA
6.27
NLL· 2012-06-27
Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription Code
#6RNN-NADE
5.56
NLL· 2012-06-27
Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription Code
#7CoCoNet
2.22
NLL· 2019-03-18
Counterpoint by Convolution Code
#8Music Transformer
0.335
NLL· 2018-09-12
Music Transformer Code
#9TonicNet
0.22
NLL· 2019-11-26
Improving Polyphonic Music Models with Feature-Rich Encoding Code
#10TonicNet
0.208
NLL· Extra Data
No paperCode