Metric: Joint (higher is better)
| # | Model↕ | Joint▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | AG-DST | 91.37 | No | Amendable Generation for Dialogue State Tracking | 2021-10-29 | Code |
| 2 | Seq2Seq-DU-w/oSchema | 91.2 | No | A Sequence-to-Sequence Approach to Dialogue Stat... | 2020-11-18 | Code |
| 3 | T5 (span) | 91 | No | Effective Sequence-to-Sequence Dialogue State Tr... | 2021-08-31 | Code |
| 4 | BERT-based tracker | 90.5 | No | A Simple but Effective BERT Model for Dialog Sta... | 2019-10-28 | - |
| 5 | StateNet | 88.9 | No | Towards Universal Dialogue State Tracking | 2018-10-22 | Code |
| 6 | G-SAT | 88.7 | No | Scalable Neural Dialogue State Tracking | 2019-10-22 | Code |
| 7 | GCE | 88.5 | No | Toward Scalable Neural Dialogue State Tracking M... | 2018-12-03 | Code |
| 8 | Zhong et al. | 88.1 | No | Global-Locally Self-Attentive Dialogue State Tra... | 2018-05-19 | Code |
| 9 | Neural belief tracker | 84.4 | No | Neural Belief Tracker: Data-Driven Dialogue Stat... | 2016-06-12 | - |
| 10 | RNN | 70.8 | No | - | - | - |