Intent Classification on HWU64 5-shot (test)
78.26AccuracyIsoIntentBERT
Evaluation Results
| Method | Links | |
|---|---|---|
| IsoIntentBERTBackbone=BERT2023.06 | 78.26 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=true2023.06 | 77.73 | |
| IntentBERTBackbone=BERT2023.06 | 77.6 | |
| SE-ParaphraseBackbone=BERT2023.06 | 76.75 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=false2023.06 | 76.73 | |
| SE-NLIBackbone=BERT2023.06 | 75.1 | |
| DFTBackbone=BERT, Context Augmentation=false, Sequential Self-distillation=false2023.06 | 75.07 | |
| DFT++Backbone=BERT, Context Augmentation=false, Sequential Self-distillation=true2023.06 | 75.05 | |
| TOD-BERTBackbone=BERT2023.06 | 74.83 | |
| CPFTBackbone=BERT2023.06 | 73.63 | |
| DNNC-NLIBackbone=BERT2023.06 | 72.25 | |
| DNNC-IntentBackbone=BERT2023.06 | 69.86 |