Metric: BLEU (higher is better)
| # | Model↕ | BLEU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Noisy Channel Model | 20.6 | No | Pretraining the Noisy Channel Model for Task-Ori... | 2021-03-18 | - |
| 2 | GALAXY | 20.5 | No | GALAXY: A Generative Pre-trained Model for Task-... | 2021-11-29 | Code |
| 3 | DAMD | 18.6 | No | Task-Oriented Dialog Systems that Consider Multi... | 2019-11-24 | Code |
| 4 | AuGPT | 17.2 | Yes | AuGPT: Auxiliary Tasks and Data Augmentation for... | 2021-02-09 | Code |
| 5 | SOLOIST | 16.5 | No | SOLOIST: Building Task Bots at Scale with Transf... | 2020-05-11 | Code |
| 6 | SimpleTOD | 15 | No | A Simple Language Model for Task-Oriented Dialogue | 2020-05-02 | Code |