Intent Classification on BANKING77 5-shot (test)
79.09AccuracyIG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IGHybrid size=1, Shot setting=5-shot2025.12 | 79.09 | 56.57 | 68.05 | 36.79 | |
| CAP+IGHybrid size=2, Shot setting=5-shot2025.12 | 78.89 | 57.17 | 69.42 | 37.02 | |
| CAPHybrid size=1, Shot setting=5-shot2025.12 | 78.83 | 57.24 | 72.95 | 30.98 | |
| CAPHybridHybrid size=3, Shot setting=5-shot2025.12 | 78.63 | 58.05 | 73.97 | 31.57 | |
| IG+LIMEHybrid size=2, Shot setting=5-shot2025.12 | 78.57 | 57.12 | 72.33 | 31.83 | |
| LIMEHybrid size=1, Shot setting=5-shot2025.12 | 78.5 | 56.96 | 73.21 | 33.19 | |
| CAP+LIMEHybrid size=2, Shot setting=5-shot2025.12 | 78.31 | 57.32 | 73.87 | 31.7 | |
| Roberta-BaseShot setting=5-shot2025.12 | 74.04 | 53.82 | 67.06 | 38.3 | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=true2023.06 | 72.9 | — | — | — | |
| DFT++Backbone=BERT, Context Augmentation=true, Sequential Self-distillation=false2023.06 | 72.23 | — | — | — | |
| SE-ParaphraseBackbone=BERT2023.06 | 71.92 | — | — | — | |
| IsoIntentBERTBackbone=BERT2023.06 | 71.78 | — | — | — | |
| CPFTBackbone=BERT2023.06 | 70.96 | — | — | — | |
| IntentBERTBackbone=BERT2023.06 | 70.64 | — | — | — | |
| DNNC-IntentBackbone=BERT2023.06 | 70.36 | — | — | — | |
| SE-NLIBackbone=BERT2023.06 | 70.03 | — | — | — | |
| DFTBackbone=BERT, Context Augmentation=false, Sequential Self-distillation=false2023.06 | 69.01 | — | — | — | |
| DFT++Backbone=BERT, Context Augmentation=false, Sequential Self-distillation=true2023.06 | 68.86 | — | — | — | |
| DNNC-NLIBackbone=BERT2023.06 | 68.48 | — | — | — | |
| TOD-BERTBackbone=BERT2023.06 | 67.69 | — | — | — |