| Paper | Code | MultiWOZ (Success) | MultiWOZ (Inform) | BLEU | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection | ✓ Link | 85.3 | 94.4 | 20.5 | GALAXY | 2021-11-29 |
| Pretraining the Noisy Channel Model for Task-Oriented Dialogue | 76.2 | 86.9 | 20.6 | Noisy Channel Model | 2021-03-18 | |
| AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language Models | ✓ Link | 75.5 | 90.2 | 17.2 | AuGPT | 2021-02-09 |
| SOLOIST: Building Task Bots at Scale with Transfer Learning and Machine Teaching | ✓ Link | 72.9 | 85.5 | 16.5 | SOLOIST | 2020-05-11 |
| A Simple Language Model for Task-Oriented Dialogue | ✓ Link | 70.1 | 84.4 | 15.0 | SimpleTOD | 2020-05-02 |
| Task-Oriented Dialog Systems that Consider Multiple Appropriate Responses under the Same Context | ✓ Link | 60.4 | 76.3 | 18.6 | DAMD | 2019-11-24 |