Metric: Entity F1 (higher is better)
| # | Model↕ | Entity F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | T5-3b(UnifiedSKG) | 70.07 | No | UnifiedSKG: Unifying and Multi-Tasking Structure... | 2022-01-16 | Code |
| 2 | COMET | 63.6 | No | Contextualize Knowledge Bases with Transformer f... | 2020-10-12 | - |
| 3 | DF-Net | 62.5 | No | Dynamic Fusion Network for Multi-Domain End-to-e... | 2020-04-23 | Code |
| 4 | GLMP | 59.97 | No | Global-to-local Memory Pointer Networks for Task... | 2019-01-15 | Code |
| 5 | TTOS | 55.38 | No | - | - | Code |
| 6 | KB-retriever | 53.7 | No | Entity-Consistent End-to-end Task-Oriented Dialo... | 2019-09-15 | Code |
| 7 | DSR | 51.9 | No | Sequence-to-Sequence Learning for Task-oriented ... | 2018-06-12 | - |
| 8 | KV Retrieval Net | 48 | No | Key-Value Retrieval Networks for Task-Oriented D... | 2017-05-15 | Code |
| 9 | THPN | 37.8 | No | - | - | Code |
| 10 | Mem2Seq | 33.4 | No | Mem2Seq: Effectively Incorporating Knowledge Bas... | 2018-04-23 | Code |