Intent Classification on MCID 10-shot
84.8AccuracyDFT++ (w/ CA, SSD)
Evaluation results
| Method | Links | |
|---|---|---|
| DFT++ (w/ CA, SSD)Backbone=RoBERTa, Context Augmentation=true, Sequential Self-Distillation=true2023.06 | 84.8 | |
| SE-NLIBackbone=RoBERTa2023.06 | 84.13 | |
| DFT++ (w/ CA)Backbone=RoBERTa, Context Augmentation=true2023.06 | 83.98 | |
| DFT++ (w/ SSD)Backbone=RoBERTa, Sequential Self-Distillation=true2023.06 | 83.37 | |
| IsoIntentRoBERTaBackbone=RoBERTa2023.06 | 83.2 | |
| SE-ParaphraseBackbone=RoBERTa2023.06 | 83.12 | |
| SE-ParaphraseBackbone=BERT2023.06 | 83.08 | |
| CPFTBackbone=RoBERTa2023.06 | 83.04 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=true2023.06 | 82.83 | |
| IntentRoBERTaBackbone=RoBERTa2023.06 | 82.67 | |
| DFTBackbone=RoBERTa2023.06 | 82.55 | |
| IsoIntentBERTBackbone=BERT2023.06 | 82.51 | |
| IntentBERTBackbone=BERT2023.06 | 81.6 | |
| DFT++Backbone=BERT, Context Augmentation=false, Sequential Self-distillation=true2023.06 | 81.44 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=false2023.06 | 81.27 | |
| SE-NLIBackbone=BERT2023.06 | 81.2 | |
| DFTBackbone=BERT, Context Augmentation=false, Sequential Self-distillation=false2023.06 | 80.53 | |
| CPFTBackbone=BERT2023.06 | 79.38 | |
| DNNC-IntentBackbone=RoBERTa2023.06 | 78.64 | |
| DNNC-IntentBackbone=BERT2023.06 | 78.6 | |
| DNNC-NLIBackbone=BERT2023.06 | 75.2 | |
| TOD-BERTBackbone=BERT2023.06 | 74.66 | |
| DNNC-NLIBackbone=RoBERTa2023.06 | 73.72 |