Intent Classification on HWU64
94.33AccuracySPACE 2.0
Evaluation Results
| Method | Links | |
|---|---|---|
| SPACE 2.0Training=Full2023.05 | 94.33 | |
| SPACEApproach Type=Classification-based, Fine-tuning status=fine-tuned on each downstream dataset individually2026.03 | 94.14 | |
| Example+ObserverApproach Type=Classification-based2026.03 | 93.03 | |
| Llama 2 7BApproach Type=Generation-based, Backbone=Llama 2 7B, Fine-tuning status=FT2026.03 | 93.01 | |
| PPTODApproach Type=Generation-based, Fine-tuning status=fine-tuned on each downstream dataset individually2026.03 | 92.84 | |
| ESAinsTODApproach Type=Generation-based, Backbone=Llama 2 7B2026.03 | 92.75 | |
| USE+CONVERTTraining=Full2023.05 | 92.62 | |
| USE+ConvRTApproach Type=Classification-based2026.03 | 92.62 | |
| ConvFiTApproach Type=Classification-based2026.03 | 92.42 | |
| ConvBERT+Pre+MultiTraining=Full2023.05 | 92.38 | |
| cist-dial (mslm)Training=Full2023.05 | 91.36 | |
| USETraining=Full2023.05 | 91.25 | |
| BERT-DGTraining=Full2023.05 | 90.89 | |
| TOATODVariant=base, Training=Full2023.05 | 90.79 | |
| ConvBERTApproach Type=Classification-based2026.03 | 90.43 | |
| TOATODVariant=small, Training=Full2023.05 | 90.42 | |
| BERT-FIXEDTraining=Full2023.05 | 85.77 |