Toxicity Control on REALTOX
0.925AccuracyDLM-SWAI
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DLM-SWAIClass=Non-toxic2026.05 | 0.925 | 0.481 | — | — | 0.146 | |
| PromptClass=Non-toxic2026.05 | 0.83 | 0.454 | — | — | 0.124 | |
| ActivationClass=Non-toxic2026.05 | 0.8 | 0.444 | — | — | 0.201 | |
| SWAIType=logit-level steering2026.01 | 0.7833 | 0.552 | 0.9756 | 0.3846 | — | |
| PromptClass=Total2026.05 | 0.565 | 0.565 | — | — | — | |
| DLM-SWAIClass=Total2026.05 | 0.5404 | 0.466 | — | — | — | |
| BaselineType=prompt-based2026.01 | 0.5025 | 0.01 | 1 | 0.005 | — | |
| ActivationClass=Total2026.05 | 0.418 | 0.331 | — | — | — | |
| PromptClass=Toxic2026.05 | 0.3 | 0.231 | — | — | 0.393 | |
| DLM-SWAIClass=Toxic2026.05 | 0.1543 | 0.134 | — | — | 0.244 | |
| ActivationClass=Toxic2026.05 | 0.035 | 0.034 | — | — | 0.184 |