Intent Classification on CLINC150
98.45AccuracyTOATOD
Evaluation Results
| Method | Links | |
|---|---|---|
| TOATODVariant=small, Training=Full2023.05 | 98.45 | |
| TOATODVariant=base, Training=Full2023.05 | 98.01 | |
| SPACEApproach Type=Classification-based, Fine-tuning status=fine-tuned on each downstream dataset individually2026.03 | 97.89 | |
| SPACE 2.0Training=Full2023.05 | 97.8 | |
| ConvFiTApproach Type=Classification-based2026.03 | 97.34 | |
| Example+ObserverApproach Type=Classification-based2026.03 | 97.31 | |
| ESAinsTODApproach Type=Generation-based, Backbone=Llama 2 7B2026.03 | 97.31 | |
| Llama 2 7BApproach Type=Generation-based, Backbone=Llama 2 7B, Fine-tuning status=FT2026.03 | 97.29 | |
| USE+CONVERTTraining=Full2023.05 | 97.16 | |
| USE+ConvRTApproach Type=Classification-based2026.03 | 97.16 | |
| PPTODApproach Type=Generation-based, Fine-tuning status=fine-tuned on each downstream dataset individually2026.03 | 97.13 | |
| ConvBERT+Pre+MultiTraining=Full2023.05 | 97.11 | |
| ConvBERTApproach Type=Classification-based2026.03 | 97.07 | |
| BERT-DGTraining=Full2023.05 | 95.98 | |
| cist-dial (mslm)Training=Full2023.05 | 95.8 | |
| USETraining=Full2023.05 | 95.06 | |
| BERT-FIXEDTraining=Full2023.05 | 91.79 |