Dialogue state tracking results on MultiWOZ2.0 and MultiWOZ2.1. The upper part is for classification-based models and the lower part belongs to generation-based models.
| Model . | JGA . | |
|---|---|---|
| MultiWOZ . | ||
| 2.0 . | 2.1 . | |
| FJST (Eric et al., 2017) | 40.20 | 38.00 |
| HyST (Goel et al., 2019) | 44.24 | – |
| SUMBT (Lee et al., 2019a) | 46.65 | – |
| TOD-BERT (Wu et al., 2020) | – | 48.00 |
| DST-Picklist (Zhang et al., 2020a) | – | 53.30 |
| SST (Chen et al., 2020a) | 51.17 | 55.23 |
| TripPy (Heck et al., 2020) | – | 55.29 |
| FPDSC (Zhou et al., 2021) | 53.17 | 59.07 |
| TRADE (Wu et al., 2019) | 48.62 | 45.60 |
| COMER (Ren et al., 2019) | 48.79 | – |
| NADST (Le et al., 2020) | 50.52 | 49.04 |
| DSTQA (Zhou and Small, 2019) | 51.44 | 51.17 |
| SOM-DST (Kim et al., 2020) | 51.38 | 52.57 |
| MinTL-BART (Lin et al., 2020) | 52.10 | 53.62 |
| SimpleTOD (Hosseini-Asl et al., 2020) | – | 55.72 |
| UBAR (Yang et al., 2021) | 52.59 | 56.20 |
| SOLOIST (Peng et al., 2020a) | 53.20 | 56.85 |
| OPAL | 54.10 | 57.05 |
| Model . | JGA . | |
|---|---|---|
| MultiWOZ . | ||
| 2.0 . | 2.1 . | |
| FJST (Eric et al., 2017) | 40.20 | 38.00 |
| HyST (Goel et al., 2019) | 44.24 | – |
| SUMBT (Lee et al., 2019a) | 46.65 | – |
| TOD-BERT (Wu et al., 2020) | – | 48.00 |
| DST-Picklist (Zhang et al., 2020a) | – | 53.30 |
| SST (Chen et al., 2020a) | 51.17 | 55.23 |
| TripPy (Heck et al., 2020) | – | 55.29 |
| FPDSC (Zhou et al., 2021) | 53.17 | 59.07 |
| TRADE (Wu et al., 2019) | 48.62 | 45.60 |
| COMER (Ren et al., 2019) | 48.79 | – |
| NADST (Le et al., 2020) | 50.52 | 49.04 |
| DSTQA (Zhou and Small, 2019) | 51.44 | 51.17 |
| SOM-DST (Kim et al., 2020) | 51.38 | 52.57 |
| MinTL-BART (Lin et al., 2020) | 52.10 | 53.62 |
| SimpleTOD (Hosseini-Asl et al., 2020) | – | 55.72 |
| UBAR (Yang et al., 2021) | 52.59 | 56.20 |
| SOLOIST (Peng et al., 2020a) | 53.20 | 56.85 |
| OPAL | 54.10 | 57.05 |