Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CTRAN | 98.3 | No | CTRAN: CNN-Transformer-based Network for Natural... | 2023-03-19 | Code |
| 2 | JointBERT-CAE | 97 | No | - | - | Code |
| 3 | Stack-Propagation (+BERT) | 97 | No | A Stack-Propagation Framework with Token-Level I... | 2019-09-05 | Code |
| 4 | AGIF | 94.8 | No | AGIF: An Adaptive Graph-Interactive Framework fo... | 2020-04-21 | Code |
| 5 | Stack-Propagation | 94.2 | No | A Stack-Propagation Framework with Token-Level I... | 2019-09-05 | Code |
| 6 | Context Encoder | 93.6 | No | Improving Slot Filling by Utilizing Contextual I... | 2019-11-05 | - |
| 7 | SF-ID | 92.23 | No | A Novel Bi-directional Interrelated Model for Jo... | 2019-06-30 | Code |
| 8 | Slot-Gated BLSTM with Attension | 88.8 | No | - | - | Code |
| 9 | Capsule-NLU | 0.918 | No | Joint Slot Filling and Intent Detection via Caps... | 2018-12-22 | Code |