Intent Classification on BANKING77 5-shot
78.9AccuracyDFT++ (w/ CA, SSD)
Evaluation Results
| Method | Links | |
|---|---|---|
| DFT++ (w/ CA, SSD)Backbone=RoBERTa, Context Augmentation=true, Sequential Self-Distillation=true2023.06 | 78.9 | |
| DFT++ (w/ CA)Backbone=RoBERTa, Context Augmentation=true2023.06 | 78.74 | |
| SE-NLIBackbone=RoBERTa2023.06 | 76.56 | |
| DFT++ (w/ SSD)Backbone=RoBERTa, Sequential Self-Distillation=true2023.06 | 76.25 | |
| DFTBackbone=RoBERTa2023.06 | 76.11 | |
| SE-ParaphraseBackbone=RoBERTa2023.06 | 76.03 | |
| IntentRoBERTaBackbone=RoBERTa2023.06 | 75.23 | |
| IsoIntentRoBERTaBackbone=RoBERTa2023.06 | 75.05 | |
| DNNC-NLIBackbone=RoBERTa2023.06 | 73.9 | |
| DNNC-IntentBackbone=RoBERTa2023.06 | 72.97 | |
| CPFTBackbone=RoBERTa2023.06 | 70.94 |