Intent Classification on BANKING77 10-shot (test)
82.66AccuracyDFT++
Evaluation Results
| Method | Links | |
|---|---|---|
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=true2023.06 | 82.66 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=false2023.06 | 82.33 | |
| IsoIntentBERTBackbone=BERT2023.06 | 81.3 | |
| IntentBERTBackbone=BERT2023.06 | 81.18 | |
| SE-ParaphraseBackbone=BERT2023.06 | 81.18 | |
| SE-NLIBackbone=BERT2023.06 | 80.58 | |
| DFT++Backbone=BERT, Context Augmentation=false, Sequential Self-distillation=true2023.06 | 80.32 | |
| TOD-BERTBackbone=BERT2023.06 | 79.71 | |
| CPFTBackbone=BERT2023.06 | 79.44 | |
| DFTBackbone=BERT, Context Augmentation=false, Sequential Self-distillation=false2023.06 | 78.92 | |
| DNNC-IntentBackbone=BERT2023.06 | 78.85 | |
| DNNC-NLIBackbone=BERT2023.06 | 74.53 |