Toxicity Mitigation on RealToxicityPrompts 1k samples
0.51CLS ToxicityPID-AcT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PID-AcTModel=Gemma2-2B, Sequential=true2025.10 | 0.51 | 2.9 | 3.4 | |
| Mean-AcTModel=Gemma2-2B, Sequential=true2025.10 | 0.68 | 3.23 | 3.7 | |
| PID-AcTModel=Llama3-8B, Sequential=true2025.10 | 0.72 | 4.36 | 4.9 | |
| ITI-CModel=Gemma2-2B, Sequential=false2025.10 | 0.74 | 5.36 | 6.1 | |
| Linear-AcTModel=Gemma2-2B, Sequential=false2025.10 | 0.95 | 5.37 | 5.92 | |
| Linear-AcTModel=Gemma2-2B, Sequential=true2025.10 | 1 | 4.13 | 4.64 | |
| Mean-AcTModel=Gemma2-2B, Sequential=false2025.10 | 1.12 | 5.2 | 5.8 | |
| CAAModel=Gemma2-2B, Sequential=false2025.10 | 1.2 | 5.35 | 5.88 | |
| Mean-AcTModel=Llama3-8B, Sequential=true2025.10 | 1.21 | 5.09 | 5.73 | |
| ITI-CModel=Llama3-8B, Sequential=false2025.10 | 1.6 | 6.53 | 7.19 | |
| Linear-AcTModel=Llama3-8B, Sequential=true2025.10 | 1.68 | 6.47 | 7.12 | |
| Mean-AcTModel=Llama3-8B, Sequential=false2025.10 | 1.78 | 6.56 | 7.3 | |
| CAAModel=Llama3-8B, Sequential=false2025.10 | 1.82 | 6.7 | 7.4 | |
| Linear-AcTModel=Llama3-8B, Sequential=false2025.10 | 1.87 | 6.55 | 7.3 | |
| AURAModel=Llama3-8B, Sequential=false2025.10 | 1.9 | 8.12 | 8.8 | |
| AURAModel=Gemma2-2B, Sequential=false2025.10 | 2.12 | 9.04 | 9.72 | |
| ActADDModel=Gemma2-2B, Sequential=false2025.10 | 3.96 | 13.43 | 14.17 | |
| OriginalModel=Gemma2-2B, Sequential=false2025.10 | 4.17 | 13.42 | 14.17 | |
| ActADDModel=Llama3-8B, Sequential=false2025.10 | 5.57 | 15.73 | 16.48 | |
| OriginalModel=Llama3-8B, Sequential=false2025.10 | 5.8 | 15 | 15.81 |