Metric: NLL (higher is better)
| # | 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 |