Text Classification on AG's News (test)
82.6A-rateSoft Prompt Tuning
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Soft Prompt TuningFew-shot=5-shot2024.07 | 82.6 | — | — | |
| PINFew-shot=5-shot, Policy LM=OPT-125M2024.07 | 82.6 | — | — | |
| SDM-ATTACKVictim Model=BERT2023.05 | 77.9 | 15.3 | 53 | |
| RLPromptFew-shot=5-shot, Policy LM=OPT-125M2024.07 | 77.5 | — | — | |
| Manual PromptFew-shot=5-shot2024.07 | 76.9 | — | — | |
| In-Context DemonstrationFew-shot=5-shot2024.07 | 74.9 | — | — | |
| BERT-AttackVictim Model=BERT2023.05 | 74.6 | 15.6 | 52 | |
| TextFoolerVictim Model=BERT2023.05 | 66.2 | 18.4 | 52 | |
| AutoPromptFew-shot=5-shot2024.07 | 65.7 | — | — | |
| GrIPSFew-shot=5-shot2024.07 | 65.4 | — | — | |
| InstructionsFew-shot=5-shot2024.07 | 54.8 | — | — | |
| A2TVictim Model=BERT2023.05 | 53.7 | 13.5 | 57 | |
| PEZFew-shot=5-shot2024.07 | 43.7 | — | — |