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Safety Classifier Evasion on SND (Secret-Note Diffusion) filter-evasion set

100∂ins Success RateLlamaGuard3 (F1)
85.12888.98992.8596.711May 12, 2026

Evaluation results

MethodLinks
LlamaGuard3 (F1)Developer=Meta, Training scope=13 general harm categories (MLCC taxonomy)2026.051001001001008095.9
AprielGuard (F3)Developer=ServiceNow AI (SLAM Lab), Training scope=Memory poisoning + agentic exploits specifically; arXiv:2512.202932026.05100100100100100100
Granite Guardian (F4)Developer=IBM, Training scope=Harm + jailbreak detection (enterprise)2026.05100100100100100100
WildGuard (F2)Developer=AllenAI, Training scope=Adversarial prompts (WildGuard test set)2026.0585.710010095.57090