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ResearchFormerly WizWand

Adversarial Attack on Mistral 7B

100ASRSRA
15.39637.360559.32581.2895May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SRASource Model=Mistral 7B, Optimization Time=15s, Attack Setting=White-box2026.05100
SRASource Model=Mistral 7B, Optimization Time=30s, Attack Setting=White-box2026.0599.81
SRASource Model=Mistral 7B, Optimization Time=60s, Attack Setting=White-box2026.0599.81
SRASource Model=Vicuna 13B, Optimization Time=30s, Attack Setting=Black-box2026.0599.62
SRASource Model=Vicuna 7B, Optimization Time=30s, Attack Setting=Black-box2026.0599.23
SRASource Model=Guanaco 7B, Optimization Time=60s, Attack Setting=Black-box2026.0599.23
SRASource Model=Vicuna 7B, Optimization Time=60s, Attack Setting=Black-box2026.0598.85
SRASource Model=Vicuna 13B, Optimization Time=60s, Attack Setting=Black-box2026.0598.85
SRASource Model=Guanaco 7B, Optimization Time=30s, Attack Setting=Black-box2026.0598.85
SRASource Model=Vicuna 13B, Optimization Time=15s, Attack Setting=Black-box2026.0598.65
SRASource Model=Guanaco 7B, Optimization Time=15s, Attack Setting=Black-box2026.0598.65
SRASource Model=Vicuna 7B, Optimization Time=15s, Attack Setting=Black-box2026.0598.27
AutoDANSource Model=Mistral 7B, Optimization Time=60s, Attack Setting=White-box2026.0598.27
AutoDANSource Model=Guanaco 7B, Optimization Time=15s, Attack Setting=Black-box2026.0598.27
AutoDANSource Model=Vicuna 7B, Optimization Time=60s, Attack Setting=Black-box2026.0598.08
AutoDANSource Model=Guanaco 7B, Optimization Time=60s, Attack Setting=Black-box2026.0598.08
AutoDANSource Model=Vicuna 7B, Optimization Time=30s, Attack Setting=Black-box2026.0597.5
AutoDANSource Model=Mistral 7B, Optimization Time=15s, Attack Setting=White-box2026.0597.31
AutoDANSource Model=Guanaco 7B, Optimization Time=30s, Attack Setting=Black-box2026.0597.31
AutoDANSource Model=Vicuna 13B, Optimization Time=30s, Attack Setting=Black-box2026.0597.12
AutoDANSource Model=Mistral 7B, Optimization Time=30s, Attack Setting=White-box2026.0597.12
AutoDANSource Model=Vicuna 7B, Optimization Time=15s, Attack Setting=Black-box2026.0596.73
AutoDANSource Model=Vicuna 13B, Optimization Time=15s, Attack Setting=Black-box2026.0596.73
AutoDANSource Model=Vicuna 13B, Optimization Time=60s, Attack Setting=Black-box2026.0595.19
BEASTSource Model=Mistral 7B, Optimization Time=60s, Attack Setting=White-box2026.0557.12
BEASTSource Model=Mistral 7B, Optimization Time=30s, Attack Setting=White-box2026.0550
BEASTSource Model=Vicuna 7B, Optimization Time=60s, Attack Setting=Black-box2026.0545.58
BEASTSource Model=Mistral 7B, Optimization Time=15s, Attack Setting=White-box2026.0542.12
BEASTSource Model=Vicuna 13B, Optimization Time=60s, Attack Setting=Black-box2026.0541.15
BEASTSource Model=Vicuna 7B, Optimization Time=30s, Attack Setting=Black-box2026.0540.58
BEASTSource Model=Vicuna 13B, Optimization Time=30s, Attack Setting=Black-box2026.0534.62
BEASTSource Model=Guanaco 7B, Optimization Time=60s, Attack Setting=Black-box2026.0533.85
BEASTSource Model=Vicuna 7B, Optimization Time=15s, Attack Setting=Black-box2026.0531.73
BEASTSource Model=Vicuna 13B, Optimization Time=15s, Attack Setting=Black-box2026.0529.62
BEASTSource Model=Guanaco 7B, Optimization Time=30s, Attack Setting=Black-box2026.0528.85
GCGSource Model=Mistral 7B, Optimization Time=60s, Attack Setting=White-box2026.0526.15
GCGSource Model=Mistral 7B, Optimization Time=30s, Attack Setting=White-box2026.0525
BEASTSource Model=Guanaco 7B, Optimization Time=15s, Attack Setting=Black-box2026.0525
GCGSource Model=Vicuna 7B, Optimization Time=60s, Attack Setting=Black-box2026.0524.81
GCGSource Model=Guanaco 7B, Optimization Time=60s, Attack Setting=Black-box2026.0524.81
GCGSource Model=Vicuna 7B, Optimization Time=30s, Attack Setting=Black-box2026.0523.65
GCGSource Model=Vicuna 7B, Optimization Time=15s, Attack Setting=Black-box2026.0522.69
GCGSource Model=Guanaco 7B, Optimization Time=30s, Attack Setting=Black-box2026.0521.54
GCGSource Model=Guanaco 7B, Optimization Time=15s, Attack Setting=Black-box2026.0521.15
GCGSource Model=Mistral 7B, Optimization Time=15s, Attack Setting=White-box2026.0518.65