Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Pretrained Hierarchical Transformer | 92.4 | No | Hierarchical Pre-training for Sequence Labelling... | 2020-09-23 | - |
| 2 | Hierarchical Fusion | 91.8 | No | - | - | Code |
| 3 | CRF-ASN | 91.7 | No | Dialogue Act Recognition via CRF-Attentive Struc... | 2017-11-15 | - |
| 4 | HGRU + Beam Search + Guided attention | 91.6 | No | Guiding attention in Sequence-to-sequence models... | 2020-02-20 | Code |
| 5 | Speaker | 91.4 | No | Speaker Turn Modeling for Dialogue Act Classific... | 2021-09-10 | Code |
| 6 | Bi-RNN + Self-Attention + Context | 91.1 | No | Dialogue Act Classification with Context-Aware S... | 2019-04-04 | Code |
| 7 | Bi-LSTM-CRF | 90.9 | No | Dialogue Act Sequence Labeling using Hierarchica... | 2017-09-13 | Code |
| 8 | SGNN | 86.7 | No | - | - | Code |