Intent Classification on MCID 5-shot (test)
0.7943AccuracyDFT++
Evaluation Results
| Method | Links | |
|---|---|---|
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=true2023.06 | 0.7943 | |
| SE-ParaphraseBackbone=BERT2023.06 | 0.7832 | |
| IsoIntentBERTBackbone=BERT2023.06 | 0.7828 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=false2023.06 | 0.7745 | |
| IntentBERTBackbone=BERT2023.06 | 0.7667 | |
| SE-NLIBackbone=BERT2023.06 | 0.7454 | |
| DFT++Backbone=BERT, Context Augmentation=false, Sequential Self-distillation=true2023.06 | 0.7417 | |
| DFTBackbone=BERT, Context Augmentation=false, Sequential Self-distillation=false2023.06 | 0.7232 | |
| CPFTBackbone=BERT2023.06 | 0.7154 | |
| DNNC-IntentBackbone=BERT2023.06 | 0.708 | |
| DNNC-NLIBackbone=BERT2023.06 | 0.6735 | |
| TOD-BERTBackbone=BERT2023.06 | 0.6637 |