Metric: MultiWOZ (Success) (higher is better)
| # | Model↕ | MultiWOZ (Success)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GALAXY | 85.3 | No | GALAXY: A Generative Pre-trained Model for Task-... | 2021-11-29 | Code |
| 2 | Noisy Channel Model | 76.2 | No | Pretraining the Noisy Channel Model for Task-Ori... | 2021-03-18 | - |
| 3 | AuGPT | 75.5 | Yes | AuGPT: Auxiliary Tasks and Data Augmentation for... | 2021-02-09 | Code |
| 4 | SOLOIST | 72.9 | No | SOLOIST: Building Task Bots at Scale with Transf... | 2020-05-11 | Code |
| 5 | SimpleTOD | 70.1 | No | A Simple Language Model for Task-Oriented Dialogue | 2020-05-02 | Code |
| 6 | DAMD | 60.4 | No | Task-Oriented Dialog Systems that Consider Multi... | 2019-11-24 | Code |