| ATIS | | ID Accuracy99.43 | | 32 | 4d ago |
| M2M | MIDAS | Accuracy94.27 | | 18 | 1mo ago |
| MWOZ | MIDAS | Accuracy85.02 | | 18 | 1mo ago |
| SLURP | ML-LMCL | Accuracy89.16 | | 16 | 1mo ago |
| CLINC 10-shot (test) | ROBERTa-Large + Classifier + ICDA | Accuracy94.84 | | 16 | 1mo ago |
| HWU 10-shot (test) | ROBERTa-Large + Classifier + ICDA | Accuracy87.41 | | 16 | 1mo ago |
| BANKING 10-shot (test) | ROBERTa-Large + Classifier + ICDA | Accuracy89.79 | | 16 | 1mo ago |
| SNIPS Type 3 (test) | ID-ALC | Accuracy96.2 | | 15 | 1mo ago |
| SNIPS Type 2 (test) | LLaMA2-FT+ALC | Accuracy98.9 | | 15 | 1mo ago |
| SNIPS Type 1 (test) | ID-ALC | Accuracy98.6 | | 15 | 1mo ago |
| ATIS (test) | Joint model with recurrent intent + slot label context | Intent Error1.57 | | 13 | 1mo ago |
| CLINC 5-shot (test) | ROBERTa-Large + Classifier + ICDA | Accuracy92.62 | | 12 | 1mo ago |
| HWU 5-shot (test) | ROBERTa-Large + Classifier + ICDA | Accuracy0.8245 | | 12 | 1mo ago |
| BANKING 5-shot (test) | ROBERTa-Large + Classifier + ICDA | Accuracy84.01 | | 12 | 1mo ago |
| CLINC Full (test) | CONVBERT | Accuracy97.31 | | 11 | 1mo ago |
| HWU Full (test) | CONVBERT | Accuracy93.03 | | 11 | 1mo ago |
| BANKING Full (test) | ROBERTa-Large + Classifier + ICDA | Accuracy94.42 | | 11 | 1mo ago |
| TREC6 | ML-LMCL | Accuracy89.96 | | 10 | 1mo ago |
| Chile es | Self-Debias | Macro F172.4 | | 9 | 18d ago |
| Haiti ht | Goal-based strategy | Macro-F169.8 | | 9 | 18d ago |
| Thomas | Goal-based strategy | Macro-F187.4 | | 9 | 18d ago |
| Lilac | Goal-based strategy | Macro F1 Score88.7 | | 9 | 18d ago |
| SNIPS | TANL | F1 Score98.7 | | 8 | 1mo ago |
| ATIS | E et al., 2019 | F1 Score97.8 | | 8 | 1mo ago |
| MultiATIS++ (test) | GL-CLEF | Acc (en)98.77 | | 5 | 1mo ago |
