Intent Classification on HWU64 10-shot (test)
83.7AccuracyIsoIntentBERT
Evaluation Results
| Method | Links | |
|---|---|---|
| IsoIntentBERTBackbone=BERT2023.06 | 83.7 | |
| IntentBERTBackbone=BERT2023.06 | 83.55 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=true2023.06 | 83.45 | |
| SE-ParaphraseBackbone=BERT2023.06 | 82.88 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=false2023.06 | 82.61 | |
| SE-NLIBackbone=BERT2023.06 | 82.57 | |
| DFTBackbone=BERT, Context Augmentation=false, Sequential Self-distillation=false2023.06 | 82.38 | |
| TOD-BERTBackbone=BERT2023.06 | 82.15 | |
| DFT++Backbone=BERT, Context Augmentation=false, Sequential Self-distillation=true2023.06 | 82.14 | |
| CPFTBackbone=BERT2023.06 | 80.59 | |
| DNNC-NLIBackbone=BERT2023.06 | 77.91 | |
| DNNC-IntentBackbone=BERT2023.06 | 74.87 |