| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MultiWOZ 2.1 (test) | ESAinsTOD (GT) | Joint Goal Accuracy60.76 | 105 | 4d ago | |
| MultiWOZ 2.2 (test) | LUAS_R+G | Joint Goal Accuracy66.25 | 80 | 1mo ago | |
| WOZ 2.0 (test) | AG-DST | Joint Goal Accuracy91.37 | 65 | 1mo ago | |
| MultiWOZ 2.4 (test) | LUAS_R+G | Joint Goal Acc78.2 | 45 | 1mo ago | |
| DSTC2 (test) | Seq2seq-DU | Joint Goal Accuracy85 | 39 | 1mo ago | |
| MultiWOZ 2.1 | Dai et al. (2021) | Joint Goal Accuracy60.61 | 36 | 1mo ago | |
| MultiWOZ 2.0 (test) | ESAinsTOD (GT) | Joint Goal Accuracy57.23 | 29 | 1mo ago | |
| SGD | HiCoLoRA | JGA (Overall)55.01 | 24 | 4d ago | |
| MultiWOZ zero-shot 2.1 | HiCoLoRA | Attraction Accuracy38.86 | 11 | 4d ago | |
| MultiWOZ 2.3 (test) | TripPy | JGA63 | 11 | 1mo ago | |
| MultiWOZ 2.1 (5%) | SVAG + EDZ-DA | Joint Goal Acc44.98 | 11 | 1mo ago | |
| ToDs benchmark GPT-2 backbone (test) | JGA50.03 | 11 | 1mo ago | ||
| SGD (test) | paDST | JGA86.5 | 11 | 1mo ago | |
| MultiWOZ 2.1 (1%) | SVAG + EDZ-DA | Joint Goal Acc37.26 | 10 | 1mo ago | |
| SGD (train) | HiCoLoRA | JGA55.99 | 9 | 4d ago | |
| SGD Messaging | HiCoLoRA | JGA67.79 | 9 | 4d ago | |
| MultiWOZ 2.3 | DKF-DST | Joint Goal Accuracy63.1 | 9 | 1mo ago | |
| MultiWOZ 2.2 | DKF-DST | Joint GA62.3 | 9 | 1mo ago | |
| MultiWOZ 2.4 | DKF-DST | Joint Goal Accuracy77.3 | 8 | 1mo ago | |
| SGD Media | HiCoLoRA | JGA76.2 | 7 | 4d ago | |
| Sim-R (test) | DiCoS-DST | Joint Goal Accuracy91.5 | 7 | 1mo ago | |
| Sim-M (test) | DiCoS-DST | Joint Goal Accuracy84.7 | 7 | 1mo ago | |
| WOZ 2.0 | Seq2Seq-DU-w/oSchema | Joint GA91.2 | 7 | 1mo ago | |
| MWOZ 2.1 (Full Data) | FutureTOD | Joint Accuracy50.4 | 6 | 1mo ago | |
| MWOZ 2.1 (25% Data) | FutureTOD | Joint Accuracy45.7 | 6 | 1mo ago |
