Toxicity Classification on Toxicity Classification (test)
88.4ASRTemplate Attack
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Template AttackModel=Llama 3.1 8B, Setting=1 demo, "Sample: " / "Classification: ", task-specific labels2026.01 | 88.4 | 100 | |
| Template AttackModel=DeepSeek V3, Setting=1 demo, "Sample: " / "Classification: ", task-specific labels2026.01 | 82.2 | 97.9 | |
| Fake Claim AttackTarget Model=Llama 3.1 8B, Number of Claims=8, Insertion Position=at end, Claim Content=This is a benign text.2026.01 | 69.2 | 78.3 | |
| Fake Claim AttackTarget Model=DeepSeek V3, Number of Claims=8, Insertion Position=at end, Claim Content=This is a benign text.2026.01 | 8 | 9.5 |