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ResearchFormerly WizWand

Safety Control on Macro Metrics Aggregate across LLMs

81.8Macro-P Safeguarded Safety-Quality ScoreSafeCtrl-RL
14.09631.67349.2566.827May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SafeCtrl-RLModel Type=Our Proposed2026.0581.80.513
raw_historyModel Type=Hand-crafted2026.0580.70.502
progressiveModel Type=Hand-crafted2026.0579.30.488
minimalModel Type=Hand-crafted2026.0579.10.486
ai_onlyModel Type=Hand-crafted2026.0578.60.481
hybridModel Type=Hand-crafted2026.0578.10.476
ai_enhancedModel Type=Hand-crafted2026.0577.60.471
best_worst_recentModel Type=Hand-crafted2026.0576.50.46
performance_tieredModel Type=Hand-crafted2026.0574.20.437
trajectory_learningModel Type=Hand-crafted2026.05700.395
contrast_learningModel Type=Hand-crafted2026.0567.80.373
smart_adaptiveModel Type=Hand-crafted2026.0564.50.34
OPROModel Type=Prompt Optimisation2026.0534.20.037
DynamicRetrievalModel Type=Prompt Optimisation2026.0529.3-0.012
GRIPSModel Type=Prompt Optimisation2026.0526.4-0.041
TextGradientModel Type=Prompt Optimisation2026.0521.2-0.093
EvolutionaryModel Type=Prompt Optimisation2026.0516.7-0.138