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ResearchFormerly WizWand

Overthinking Attack on Fixed image subset

0.94Slowdown Ratio (Attack/Clean)TP1
0.30764.57638.84513.1137Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TP1Victim Model=Kimi-VL, Source=THINKTRAP2026.070.94
P1Victim Model=Kimi-VL, Source=OVERTHINK2026.070.95
TP4Victim Model=Kimi-VL, Source=THINKTRAP2026.070.95
TP3Victim Model=Kimi-VL, Source=THINKTRAP2026.070.96
TP2Victim Model=Kimi-VL, Source=THINKTRAP2026.070.97
TP2Victim Model=Gemma3, Source=THINKTRAP2026.070.97
TP4Victim Model=Gemma3, Source=THINKTRAP2026.070.98
TP1Victim Model=Gemma3, Source=THINKTRAP2026.070.99
TP3Victim Model=Gemma3, Source=THINKTRAP2026.070.99
P2Victim Model=Qwen3-VL, Source=OVERTHINK2026.071.02
P4Victim Model=Kimi-VL, Source=OVERTHINK2026.071.02
TP1Victim Model=Qwen3-VL, Source=THINKTRAP2026.071.02
TP3Victim Model=Qwen3-VL, Source=THINKTRAP2026.071.02
TP4Victim Model=Qwen3-VL, Source=THINKTRAP2026.071.02
P1Victim Model=Qwen3-VL, Source=OVERTHINK2026.071.03
P2Victim Model=Kimi-VL, Source=OVERTHINK2026.071.03
TP2Victim Model=Qwen3-VL, Source=THINKTRAP2026.071.03
P3Victim Model=Kimi-VL, Source=OVERTHINK2026.071.05
P4Victim Model=Qwen3-VL, Source=OVERTHINK2026.071.07
P3Victim Model=Qwen3-VL, Source=OVERTHINK2026.071.12
P4Victim Model=Gemma3, Source=OVERTHINK2026.072.42
P2Victim Model=Gemma3, Source=OVERTHINK2026.072.53
P1Victim Model=Gemma3, Source=OVERTHINK2026.072.93
Our workVictim Model=Qwen3-VL2026.073.52
P3Victim Model=Gemma3, Source=OVERTHINK2026.073.84
Our workVictim Model=Kimi-VL2026.074.54
Our workVictim Model=Gemma32026.0716.75