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Jailbreaking on HARMBENCH 159 standard behaviors (test)

0ASRDR
-3.6420.9345.570.07Jun 17, 2024Oct 17, 2024Feb 16, 2025Jun 19, 2025Oct 19, 2025Feb 18, 2026Jun 21, 2026

Evaluation results

MethodLinks
DRChat model=LLAMA-2 7B, Category=General, System prompt=Default2024.060
HUMANChat model=LLAMA-2 70B, Category=General, System prompt=Default2024.060
DRChat model=LLAMA-2 70B, Category=General, System prompt=Default2024.060
HUMANChat model=LLAMA-2 7B, Category=General, System prompt=Default2024.060.1
DRChat model=LLAMA-2 13B, Category=General, System prompt=Default2024.060.5
HUMANChat model=LLAMA-2 13B, Category=General, System prompt=Default2024.060.6
ORTHOChat model=LLAMA-2 70B, Category=General, System prompt=Default2024.064.4
GCG-MChat model=LLAMA-2 70B, Category=General, System prompt=Default2024.065.5
ORTHOChat model=LLAMA-2 13B, Category=General, System prompt=Default2024.066.9
DRChat model=QWEN 7B, Category=General, System prompt=Default2024.067
PAIRChat model=LLAMA-2 7B, Category=Prompt-specific, System prompt=Default2024.067.5
PAIRChat model=LLAMA-2 70B, Category=Prompt-specific, System prompt=Default2024.067.5
DRChat model=QWEN 72B, Category=General, System prompt=Default2024.068.5
GCG-MChat model=LLAMA-2 13B, Category=General, System prompt=Default2024.068.7
DRChat model=QWEN 14B, Category=General, System prompt=Default2024.069.5
GCG-TChat model=LLAMA-2 13B, Category=General, System prompt=Default2024.0613
APChat model=LLAMA-2 13B, Category=Prompt-specific, System prompt=Default2024.0614.5
PAIRChat model=LLAMA-2 13B, Category=Prompt-specific, System prompt=Default2024.0615
GCG-TChat model=LLAMA-2 70B, Category=General, System prompt=Default2024.0615.2
APChat model=LLAMA-2 70B, Category=Prompt-specific, System prompt=Default2024.0615.5
GCG-TChat model=LLAMA-2 7B, Category=General, System prompt=Default2024.0616.8
APChat model=LLAMA-2 7B, Category=Prompt-specific, System prompt=Default2024.0617
GCG-MChat model=LLAMA-2 7B, Category=General, System prompt=Default2024.0620
ORTHOChat model=LLAMA-2 7B, Category=General, System prompt=Default2024.0622.6
Activation SteeringModel=Llama 22026.0622.6
GCGChat model=LLAMA-2 13B, Category=Prompt-specific, System prompt=Default2024.0628
HUMANChat model=QWEN 7B, Category=General, System prompt=Default2024.0628.4
HUMANChat model=QWEN 14B, Category=General, System prompt=Default2024.0631.5
GCGChat model=LLAMA-2 7B, Category=Prompt-specific, System prompt=Default2024.0634.5
GCGChat model=LLAMA-2 70B, Category=Prompt-specific, System prompt=Default2024.0636
GCG-TChat model=QWEN 72B, Category=General, System prompt=Default2024.0636.6
HUMANChat model=QWEN 72B, Category=General, System prompt=Default2024.0642.2
GCG-TChat model=QWEN 14B, Category=General, System prompt=Default2024.0646
GCG-TChat model=QWEN 7B, Category=General, System prompt=Default2024.0648.4
PAIRChat model=QWEN 14B, Category=Prompt-specific, System prompt=Default2024.0651.5
PAIRChat model=QWEN 72B, Category=Prompt-specific, System prompt=Default2024.0654.5
APChat model=QWEN 14B, Category=Prompt-specific, System prompt=Default2024.0656
PAIRChat model=QWEN 7B, Category=Prompt-specific, System prompt=Default2024.0658
ORTHOChat model=LLAMA-2 13B, Category=General, System prompt=None2024.0661
ORTHOChat model=LLAMA-2 70B, Category=General, System prompt=None2024.0662.9
APChat model=QWEN 7B, Category=Prompt-specific, System prompt=Default2024.0667
CLSModel=Llama 2, alpha=32026.0673
GCG-MChat model=QWEN 7B, Category=General, System prompt=Default2024.0673.3
ORTHOChat model=QWEN 7B, Category=General, System prompt=None2024.0674.8
ORTHOChat model=QWEN 14B, Category=General, System prompt=None2024.0674.8
GCG-MChat model=QWEN 14B, Category=General, System prompt=Default2024.0675.5
ORTHOChat model=QWEN 72B, Category=General, System prompt=Default2024.0678
ORTHOChat model=QWEN 7B, Category=General, System prompt=Default2024.0679.2
ORTHOChat model=QWEN 72B, Category=General, System prompt=None2024.0679.2
Activation SteeringModel=Qwen 7B2026.0679.2
GCGChat model=QWEN 7B, Category=Prompt-specific, System prompt=Default2024.0679.5
ORTHOChat model=LLAMA-2 7B, Category=General, System prompt=None2024.0679.9
GCGChat model=QWEN 14B, Category=Prompt-specific, System prompt=Default2024.0683.5
ORTHOChat model=QWEN 14B, Category=General, System prompt=Default2024.0684.3
CLSModel=Qwen 7B, alpha=32026.0691