Safety Control on BlackSheep Llama3.2-3B
93.5Safety-Quality Score (P_safeguarded)raw_history
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| raw_historyModel Type=Hand-crafted2026.05 | 93.5 | 0.742 | |
| hybridModel Type=Hand-crafted2026.05 | 93.5 | 0.742 | |
| best_worst_recentModel Type=Hand-crafted2026.05 | 90.8 | 0.715 | |
| performance_tieredModel Type=Hand-crafted2026.05 | 87.3 | 0.68 | |
| ai_onlyModel Type=Hand-crafted2026.05 | 87.2 | 0.68 | |
| progressiveModel Type=Hand-crafted2026.05 | 87.2 | 0.68 | |
| ai_enhancedModel Type=Hand-crafted2026.05 | 86.9 | 0.676 | |
| minimalModel Type=Hand-crafted2026.05 | 86.7 | 0.674 | |
| contrast_learningModel Type=Hand-crafted2026.05 | 84.6 | 0.654 | |
| SafeCtrl-RLModel Type=Our Proposed2026.05 | 83.3 | 0.641 | |
| smart_adaptiveModel Type=Hand-crafted2026.05 | 77.5 | 0.582 | |
| trajectory_learningModel Type=Hand-crafted2026.05 | 75 | 0.557 | |
| OPROModel Type=Prompt Optimisation2026.05 | 55.3 | 0.36 | |
| DynamicRetrievalModel Type=Prompt Optimisation2026.05 | 39.3 | 0.2 | |
| GRIPSModel Type=Prompt Optimisation2026.05 | 38.7 | 0.194 | |
| TextGradientModel Type=Prompt Optimisation2026.05 | 25.8 | 0.065 | |
| EvolutionaryModel Type=Prompt Optimisation2026.05 | 18.7 | -0.006 |