Metric: NLL (higher is better)
| # | Model↕ | NLL▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RNN | 4.05 | No | An Empirical Evaluation of Generic Convolutional... | 2018-03-04 | Code |
| 2 | GRU | 3.46 | No | An Empirical Evaluation of Generic Convolutional... | 2018-03-04 | Code |
| 3 | Transformer | 3.34 | No | R-Transformer: Recurrent Neural Network Enhanced... | 2019-07-12 | Code |
| 4 | LSTM | 3.29 | No | An Empirical Evaluation of Generic Convolutional... | 2018-03-04 | Code |
| 5 | TCN | 3.07 | No | An Empirical Evaluation of Generic Convolutional... | 2018-03-04 | Code |
| 6 | Seq-U-Net | 2.97 | No | Seq-U-Net: A One-Dimensional Causal U-Net for Ef... | 2019-11-14 | Code |
| 7 | TCN | 2.783 | No | Seq-U-Net: A One-Dimensional Causal U-Net for Ef... | 2019-11-14 | Code |
| 8 | R-Transformer | 2.37 | No | R-Transformer: Recurrent Neural Network Enhanced... | 2019-07-12 | Code |