ML Research Wiki / Benchmarks / Music Modeling / Nottingham

Nottingham

Music Modeling Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: NLL

Top Performing Models

Rank	Model	Paper	NLL	Date	Code
1	R-Transformer	R-Transformer: Recurrent Neural Network Enhanced Transformer	2.37	2019-07-12	📦 DSE-MSU/R-transformer 📦 sfox14/butterfly-r-transformer
2	TCN	Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling	2.78	2019-11-14	📦 f90/Seq-U-Net
3	Seq-U-Net	Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling	2.97	2019-11-14	📦 f90/Seq-U-Net
4	TCN	An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling	3.07	2018-03-04	📦 timeseriesAI/tsai 📦 locuslab/TCN 📦 philipperemy/keras-tcn
5	LSTM	An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling	3.29	2018-03-04	📦 timeseriesAI/tsai 📦 locuslab/TCN 📦 philipperemy/keras-tcn
6	Transformer	R-Transformer: Recurrent Neural Network Enhanced Transformer	3.34	2019-07-12	📦 DSE-MSU/R-transformer 📦 sfox14/butterfly-r-transformer
7	GRU	An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling	3.46	2018-03-04	📦 timeseriesAI/tsai 📦 locuslab/TCN 📦 philipperemy/keras-tcn
8	RNN	An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling	4.05	2018-03-04	📦 timeseriesAI/tsai 📦 locuslab/TCN 📦 philipperemy/keras-tcn

All Papers (8)

R-Transformer: Recurrent Neural Network Enhanced Transformer

2019

R-Transformer

DSE-MSU/R-transformer sfox14/butterfly-r-transformer

Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling

2019

TCN

f90/Seq-U-Net

Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling

2019

Seq-U-Net

f90/Seq-U-Net

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

2018

TCN

timeseriesAI/tsai locuslab/TCN

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

2018

LSTM

timeseriesAI/tsai locuslab/TCN

R-Transformer: Recurrent Neural Network Enhanced Transformer

2019

Transformer

DSE-MSU/R-transformer sfox14/butterfly-r-transformer

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

2018

GRU

timeseriesAI/tsai locuslab/TCN

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

2018

RNN

timeseriesAI/tsai locuslab/TCN

Nottingham

Performance Over Time

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Top Performing Models

All Papers (8)

R-Transformer: Recurrent Neural Network Enhanced Transformer

Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling

Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

R-Transformer: Recurrent Neural Network Enhanced Transformer

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Model	Paper	NLL	Date
R-Transformer	R-Transformer: Recurrent Neural Network Enhanced …	2.37	2019-07-12
TCN	Seq-U-Net: A One-Dimensional Causal U-Net for Eff…	2.78	2019-11-14
Seq-U-Net	Seq-U-Net: A One-Dimensional Causal U-Net for Eff…	2.97	2019-11-14
TCN	An Empirical Evaluation of Generic Convolutional …	3.07	2018-03-04
LSTM	An Empirical Evaluation of Generic Convolutional …	3.29	2018-03-04
Transformer	R-Transformer: Recurrent Neural Network Enhanced …	3.34	2019-07-12
GRU	An Empirical Evaluation of Generic Convolutional …	3.46	2018-03-04
RNN	An Empirical Evaluation of Generic Convolutional …	4.05	2018-03-04