Dialog State Tracking on MultiWOZ 2.1 (test)
79.2Joint Goal Accuracy
SUMBT (Coverage)
Updated 4d ago
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.05 | 79.2 | 60.4 | 88.6 | 76.2 | 95 | 74.5 | 88.7 | 86.9 | 97.3 | 97.8 | 97.6 | 93.4 | - | - | |
2021.05 | 66.9 | 52.5 | 82.2 | 68 | 90.8 | 59.1 | 75 | 65 | 89.3 | 90 | 89.9 | 85.4 | - | - | |
2021.05 | 66.5 | 51.8 | 92.2 | 64.2 | 93.1 | 71.1 | 89.1 | 77 | 95 | 68.2 | 86 | 91.1 | - | - | |
2021.05 | 65.3 | 50.5 | 91.4 | 61.8 | 92.7 | 67.3 | 87.6 | 74 | 94 | 72.7 | 88.9 | 89.8 | - | - | |
2022.03 | 61.31 | - | - | - | - | - | - | - | - | - | - | 97.07 | 85.73 | 84.32 | |
2022.05 | 61.02 | - | - | - | - | - | - | - | - | - | - | 98.05 | - | - | |
2022.05 | 60.89 | - | - | - | - | - | - | - | - | - | - | 98.05 | - | - | |
2022.05 | 60.85 | - | - | - | - | - | - | - | - | - | - | 98.05 | - | - | |
2022.05 | 60.73 | - | - | - | - | - | - | - | - | - | - | 98.05 | - | - | |
2021.09 | 59.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 58.55 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 57.88 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 57.47 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 57.45 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 57.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 57.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 56.85 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 56.85 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 56.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.05 | 56.66 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 56.47 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 56.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 56.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.05 | 56.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 56.05 | - | - | - | - | - | - | - | - | - | - | 97.61 | 92.76 | 87.97 | |
2021.09 | 55.76 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.76 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.72 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.72 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 55.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 55.29 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.05 | 55.29 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.29 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 55.23 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.23 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 55.23 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 55.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 54.83 | - | - | - | - | - | - | - | - | - | - | 97.54 | 92.53 | 87.8 | |
2022.03 | 54.46 | - | - | - | - | - | - | - | - | - | - | 97.48 | 92.29 | 87.59 | |
2022.05 | 54.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 53.62 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 53.62 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 53.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 53.57 | - | - | - | - | - | - | - | - | - | - | 97.49 | 92.46 | 87.69 | |
2021.05 | 53.4 | 31.3 | 81.7 | 48.9 | 88.4 | 53 | 79 | 66.9 | 92.4 | 66.7 | 83.9 | 85.1 | - | - | |
2021.09 | 53.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 53.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 53 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 52.57 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 52.57 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 52.42 | - | - | - | - | - | - | - | - | - | - | 97.35 | 91.79 | 86.95 | |
2022.03 | 51.78 | - | - | - | - | - | - | - | - | - | - | 96.9 | 91.89 | 85.7 | |
2022.04 | 51.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 51.17 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 51.17 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 51.17 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.09 | 51.15 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 49.39 | - | - | - | - | - | - | - | - | - | - | 97 | 90.33 | 85.2 | |
2020.05 | 49.04 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 48.79 | - | - | - | - | - | - | - | - | - | - | 96.52 | 88 | 82.5 | |
2021.05 | 48.7 | 36.3 | 83.7 | 45.3 | 82.8 | 52.8 | 78.9 | 46.7 | 84.2 | 62.6 | 79.4 | 81.8 | - | - | |
2021.09 | 48 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 48 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.03 | 46.99 | - | - | - | - | - | - | - | - | - | - | 96.66 | 89.34 | 83.8 | |
2021.09 | 46 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 46 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 45.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.05 | 45.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 45.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 44.4 | 26.5 | 75.1 | 42 | 84.2 | 39.8 | 65.7 | 48.1 | 83.9 | 65.4 | 79.9 | 77.8 | - | - | |
2022.04 | 43.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 40.3 | 28.3 | 74.5 | 35.9 | 75.6 | 34.9 | 62.2 | 37.4 | 74.5 | 65 | 79.9 | 73.3 | - | - | |
2024.07 | 38.7 | 18.9 | - | 27.9 | - | 37.1 | - | 42.4 | - | 67.2 | - | - | - | - | |
2021.09 | 38 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2020.05 | 38 | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.07 | 37.9 | 24.8 | - | 22.9 | - | 35.8 | - | 40.2 | - | 65.9 | - | - | - | - | |
2024.07 | 37.2 | 19.2 | - | 26 | - | 35.8 | - | 39 | - | 66.3 | - | - | - | - | |
2024.07 | 36.4 | 20 | - | 25.3 | - | 35.5 | - | 35.3 | - | 65.6 | - | - | - | - | |
2024.07 | 35.35 | 18.85 | - | 20.75 | - | 33.92 | - | 36.96 | - | 66.25 | - | - | - | - | |
2024.07 | 33.14 | 20.72 | - | 20.09 | - | 31.92 | - | 28.83 | - | 64.12 | - | - | - | - | |
2024.07 | 29.34 | 18.54 | - | 21.05 | - | 23.67 | - | 24.34 | - | 59.1 | - | - | - | - | |
2021.05 | 28.2 | 19.5 | 62.6 | 16.4 | 51.5 | 22.8 | 50 | 22.9 | 48 | 59.2 | 72 | 56.8 | - | - | |
2021.05 | 28.2 | 19.8 | 63.3 | 16.5 | 52.1 | 22.6 | 51.5 | 22.5 | 49.2 | 59.5 | 74.9 | 58.2 | - | - | |
2024.07 | 28.04 | 19.08 | - | 16.5 | - | 22.6 | - | 22.5 | - | 59.5 | - | - | - | - | |
2024.07 | 26.87 | 16.28 | - | 13.56 | - | 22.46 | - | 22.76 | - | 59.27 | - | - | - | - | |
2021.05 | 25.8 | 13.7 | 65.6 | 13.4 | 54.5 | 20.5 | 55.5 | 21 | 48.9 | 60.2 | 73.5 | 59.6 | - | - | |
2024.07 | 25.69 | 14.2 | - | 12.59 | - | 20.06 | - | 22.39 | - | 59.21 | - | - | - | - |