| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ATIS (test) | BERT + VAE | Macro F186.79 | 20 | 4d ago | |
| SNIPS (test) | LOF (LMCL) | Macro F184.1 | 15 | 4d ago | |
| StackOverflow 50% seen classes (test) | ADB | Accuracy86.4 | 11 | 4d ago | |
| M-CID-EN 75% seen classes (test) | DCLOOS | Accuracy80.24 | 6 | 4d ago | |
| Banking 75% seen classes (test) | DCLOOS | Accuracy81.07 | 6 | 4d ago | |
| StackOverflow 75% seen classes (test) | DCLOOS | Accuracy81.71 | 6 | 4d ago | |
| CLINC150 75% seen classes (test) | DCLOOS | Accuracy88.08 | 6 | 4d ago | |
| M-CID-EN 50% seen classes (test) | DCLOOS | Accuracy81.05 | 6 | 4d ago | |
| Banking 50% seen classes (test) | DCLOOS | Accuracy72.69 | 6 | 4d ago | |
| CLINC150 50% seen classes (test) | DCLOOS | Accuracy88.33 | 6 | 4d ago | |
| M-CID-EN 25% seen classes (test) | DCLOOS | Accuracy87.08 | 6 | 4d ago | |
| Banking 25% seen classes (test) | DCLOOS | Accuracy74.11 | 6 | 4d ago | |
| StackOverflow 25% seen classes (test) | DCLOOS | Accuracy68.74 | 6 | 4d ago | |
| CLINC150 25% seen classes (test) | DCLOOS | Accuracy88.44 | 6 | 4d ago |