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Benchmarks
Attack Detection on Harmful Attacks 105K sample set
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97.4
Detection Rate
LlamaGuard
3.488
27.869
52.25
76.631
Feb 15, 2026
Detection Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Detection Rate
LlamaGuard
acronym=LG
2026.02
97.4
Llama-as-Judge
acronym=LJ, prompting=...
2026.02
85.8
LogReg (Ours)
input=raw activations,...
2026.02
68
LogReg (Ours)
input=raw activations,...
2026.02
67
PromptGuard 2
acronym=PG
2026.02
37.3
PromptGuard 2
acronym=PG
2026.02
36.7
LlamaGuard
acronym=LG
2026.02
27.4
Llama-as-Judge
acronym=LJ, prompting=...
2026.02
7.1
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