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ResearchFormerly WizWand

Target Response Induction on VLGuard

0.1ASRVMA
-3.84822.80149.4576.099May 17, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VMATarget Model=InternVL-2.5, Query Condition=Irrel.2026.050.1
VMATarget Model=Deepseek-VL, Query Condition=Irrel.2026.050.1
VMATarget Model=Qwen2.5-VL, Query Condition=Irrel.2026.050.3
MIMTarget Model=InternVL-2.5, Query Condition=Irrel.2026.050.9
PGDTarget Model=Qwen2.5-VL, Query Condition=Irrel.2026.051.6
MIMTarget Model=Qwen2.5-VL, Query Condition=Irrel.2026.052.6
PGDTarget Model=InternVL-2.5, Query Condition=Irrel.2026.053.5
VMATarget Model=InternVL-2.5, Query Condition=Sim.2026.053.5
VMATarget Model=LLaVA-1.5, Query Condition=Irrel.2026.058.6
MIMTarget Model=Qwen2.5-VL, Query Condition=Sim.2026.059.3
PGDTarget Model=Qwen2.5-VL, Query Condition=Sim.2026.0512.2
VMATarget Model=Qwen2.5-VL, Query Condition=Sim.2026.0515
MIMTarget Model=LLaVA-1.5, Query Condition=Irrel.2026.0515.8
MIMTarget Model=Deepseek-VL, Query Condition=Irrel.2026.0518.6
VMATarget Model=Deepseek-VL, Query Condition=Sim.2026.0519.2
MIMTarget Model=InternVL-2.5, Query Condition=Sim.2026.0519.8
MIMTarget Model=Qwen2.5-VL, Query Condition=Exact2026.0521.6
PGDTarget Model=LLaVA-1.5, Query Condition=Irrel.2026.0523.8
PGDTarget Model=Qwen2.5-VL, Query Condition=Exact2026.0526.8
PGDTarget Model=Deepseek-VL, Query Condition=Irrel.2026.0529.6
PGDTarget Model=InternVL-2.5, Query Condition=Sim.2026.0534.1
MIMTarget Model=LLaVA-1.5, Query Condition=Sim.2026.0546.4
VMATarget Model=LLaVA-1.5, Query Condition=Sim.2026.0551.2
PGDTarget Model=LLaVA-1.5, Query Condition=Sim.2026.0552
Attention HijackingTarget Model=Deepseek-VL, Query Condition=Irrel.2026.0564.5
Attention HijackingTarget Model=Qwen2.5-VL, Query Condition=Irrel.2026.0566.2
Attention HijackingTarget Model=LLaVA-1.5, Query Condition=Irrel.2026.0567.4
MIMTarget Model=LLaVA-1.5, Query Condition=Exact2026.0568
PGDTarget Model=LLaVA-1.5, Query Condition=Exact2026.0569.2
MIMTarget Model=Deepseek-VL, Query Condition=Sim.2026.0574.8
Attention HijackingTarget Model=Qwen2.5-VL, Query Condition=Sim.2026.0579
PGDTarget Model=Deepseek-VL, Query Condition=Sim.2026.0583.1
VMATarget Model=Qwen2.5-VL, Query Condition=Exact2026.0585.6
Attention HijackingTarget Model=LLaVA-1.5, Query Condition=Sim.2026.0586
Attention HijackingTarget Model=Qwen2.5-VL, Query Condition=Exact2026.0588
Attention HijackingTarget Model=Deepseek-VL, Query Condition=Sim.2026.0589
PGDTarget Model=InternVL-2.5, Query Condition=Exact2026.0592.8
VMATarget Model=InternVL-2.5, Query Condition=Exact2026.0594.4
Attention HijackingTarget Model=InternVL-2.5, Query Condition=Irrel.2026.0595.7
MIMTarget Model=Deepseek-VL, Query Condition=Exact2026.0596
PGDTarget Model=Deepseek-VL, Query Condition=Exact2026.0596.4
MIMTarget Model=InternVL-2.5, Query Condition=Exact2026.0596.4
Attention HijackingTarget Model=InternVL-2.5, Query Condition=Sim.2026.0597.1
Attention HijackingTarget Model=InternVL-2.5, Query Condition=Exact2026.0597.8
VMATarget Model=Deepseek-VL, Query Condition=Exact2026.0598
Attention HijackingTarget Model=LLaVA-1.5, Query Condition=Exact2026.0598
Attention HijackingTarget Model=Deepseek-VL, Query Condition=Exact2026.0598
VMATarget Model=LLaVA-1.5, Query Condition=Exact2026.0598.8