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ResearchFormerly WizWand

Token Amplification Attack on Empirical Study Tasks 60 reasoning tasks 1.0 (test)

4.74Token Amplification Factor (TAF)LoopTrap
1.37042.24523.123.9948May 7, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LoopTrapTarget Agent=Gemini-3-Pro2026.054.74
LoopTrapTarget Agent=DeepSeek-R12026.054.64
LoopTrapTarget Agent=Grok-42026.054.48
LoopTrapTarget Agent=GPT-4o-mini2026.054.26
NoProfileTarget Agent=Gemini-3-Pro2026.054.2
LoopTrapTarget Agent=GPT-4o2026.054.1
NoProfileTarget Agent=GPT-4o2026.053.96
LoopTrapTarget Agent=Avg.2026.053.93
NoProfileTarget Agent=Grok-42026.053.89
LLM-DirectTarget Agent=GPT-4o-mini2026.053.85
Static-BestTarget Agent=Grok-42026.053.82
LoopTrapTarget Agent=Kimi-K2-Thinking2026.053.67
Static-BestTarget Agent=GPT-4o-mini2026.053.6
NoProfileTarget Agent=GPT-4o-mini2026.053.53
LLM-DirectTarget Agent=DeepSeek-R12026.053.48
LLM-DirectTarget Agent=GPT-4o2026.053.36
Rotate-AllTarget Agent=Grok-42026.053.27
Static-BestTarget Agent=GPT-4o2026.053.27
NoProfileTarget Agent=Avg.2026.053.24
NoProfileTarget Agent=DeepSeek-R12026.053.21
Rotate-AllTarget Agent=GPT-4o-mini2026.053.17
Static-RandomTarget Agent=Grok-42026.053.1
Static-RandomTarget Agent=GPT-4o-mini2026.052.9
LLM-DirectTarget Agent=Grok-42026.052.88
Static-BestTarget Agent=Avg.2026.052.88
LoopTrapTarget Agent=GLM-52026.052.87
Static-BestTarget Agent=DeepSeek-R12026.052.83
LLM-DirectTarget Agent=Avg.2026.052.8
Rotate-AllTarget Agent=GPT-4o2026.052.76
LoopTrapTarget Agent=Claude Sonnet 4.52026.052.74
Static-RandomTarget Agent=GPT-4o2026.052.67
Static-BestTarget Agent=Claude Sonnet 4.52026.052.63
Static-BestTarget Agent=Gemini-3-Pro2026.052.61
NoProfileTarget Agent=Claude Sonnet 4.52026.052.6
Rotate-AllTarget Agent=Avg.2026.052.41
Static-RandomTarget Agent=Avg.2026.052.36
LLM-DirectTarget Agent=GLM-52026.052.31
Static-RandomTarget Agent=DeepSeek-R12026.052.3
NoProfileTarget Agent=Kimi-K2-Thinking2026.052.29
Static-RandomTarget Agent=Gemini-3-Pro2026.052.24
NoProfileTarget Agent=GLM-52026.052.23
Rotate-AllTarget Agent=DeepSeek-R12026.052.22
LLM-DirectTarget Agent=Claude Sonnet 4.52026.052.22
LLM-DirectTarget Agent=Kimi-K2-Thinking2026.052.21
Rotate-AllTarget Agent=Claude Sonnet 4.52026.052.18
Static-BestTarget Agent=Kimi-K2-Thinking2026.052.18
Rotate-AllTarget Agent=Gemini-3-Pro2026.052.16
Static-RandomTarget Agent=Claude Sonnet 4.52026.052.15
LLM-DirectTarget Agent=Gemini-3-Pro2026.052.12
Static-BestTarget Agent=GLM-52026.052.08
Rotate-AllTarget Agent=Kimi-K2-Thinking2026.052
Static-RandomTarget Agent=Kimi-K2-Thinking2026.051.9
Static-RandomTarget Agent=GLM-52026.051.63
Rotate-AllTarget Agent=GLM-52026.051.5