Intent Classification on HWU64 5-shot
79.93AccuracyDFT++ (w/ CA, SSD)
Evaluation results
| Method | Links | |
|---|---|---|
| DFT++ (w/ CA, SSD)Backbone=RoBERTa, Context Augmentation=true, Sequential Self-Distillation=true2023.06 | 79.93 | |
| DFT++ (w/ CA)Backbone=RoBERTa, Context Augmentation=true2023.06 | 79.02 | |
| IntentRoBERTaBackbone=RoBERTa2023.06 | 78.97 | |
| SE-NLIBackbone=RoBERTa2023.06 | 78.53 | |
| IsoIntentRoBERTaBackbone=RoBERTa2023.06 | 78.09 | |
| DFT++ (w/ SSD)Backbone=RoBERTa, Sequential Self-Distillation=true2023.06 | 77.57 | |
| DFTBackbone=RoBERTa2023.06 | 76.72 | |
| SE-ParaphraseBackbone=RoBERTa2023.06 | 76.5 | |
| CPFTBackbone=RoBERTa2023.06 | 74.36 | |
| DNNC-NLIBackbone=RoBERTa2023.06 | 73.06 | |
| DNNC-IntentBackbone=RoBERTa2023.06 | 69.74 |