| intent-detection-on-mixatis | RoBERTa (PACL) | – | Accuracy: 79.1 |
| intent-detection-on-mixatis | SLIM (PACL) | – | Accuracy: 81.9 |
| intent-detection-on-mixatis | TFMN (PACL) | – | Accuracy: 82.9 |
| intent-detection-on-mixsnips | RoBERTa (PACL) | – | Accuracy: 96.5 |
| intent-detection-on-mixsnips | SLIM (PACL) | – | Accuracy: 96.9 |
| intent-detection-on-mixsnips | TFMN (PACL) | – | Accuracy: 97.4 |
| slot-filling-on-mixatis | RoBERTa (PACL) | – | Micro F1: 86.0 |
| slot-filling-on-mixatis | SLIM (PACL) | – | Micro F1: 87.3 |
| slot-filling-on-mixatis | TFMN (PACL) | – | Micro F1: 86.7 |
| slot-filling-on-mixsnips | RoBERTa (PACL) | – | Micro F1: 96.2 |
| slot-filling-on-mixsnips | SLIM (PACL) | – | Micro F1: 96.8 |
| slot-filling-on-mixsnips | TFMN (PACL) | – | Micro F1: 96.3 |