Token Amplification Attack on Empirical Study Tasks 60 reasoning tasks 1.0 (test)
4.74Token Amplification Factor (TAF)LoopTrap
Evaluation Results
| Method | Links | |
|---|---|---|
| LoopTrapTarget Agent=Gemini-3-Pro2026.05 | 4.74 | |
| LoopTrapTarget Agent=DeepSeek-R12026.05 | 4.64 | |
| LoopTrapTarget Agent=Grok-42026.05 | 4.48 | |
| LoopTrapTarget Agent=GPT-4o-mini2026.05 | 4.26 | |
| NoProfileTarget Agent=Gemini-3-Pro2026.05 | 4.2 | |
| LoopTrapTarget Agent=GPT-4o2026.05 | 4.1 | |
| NoProfileTarget Agent=GPT-4o2026.05 | 3.96 | |
| LoopTrapTarget Agent=Avg.2026.05 | 3.93 | |
| NoProfileTarget Agent=Grok-42026.05 | 3.89 | |
| LLM-DirectTarget Agent=GPT-4o-mini2026.05 | 3.85 | |
| Static-BestTarget Agent=Grok-42026.05 | 3.82 | |
| LoopTrapTarget Agent=Kimi-K2-Thinking2026.05 | 3.67 | |
| Static-BestTarget Agent=GPT-4o-mini2026.05 | 3.6 | |
| NoProfileTarget Agent=GPT-4o-mini2026.05 | 3.53 | |
| LLM-DirectTarget Agent=DeepSeek-R12026.05 | 3.48 | |
| LLM-DirectTarget Agent=GPT-4o2026.05 | 3.36 | |
| Rotate-AllTarget Agent=Grok-42026.05 | 3.27 | |
| Static-BestTarget Agent=GPT-4o2026.05 | 3.27 | |
| NoProfileTarget Agent=Avg.2026.05 | 3.24 | |
| NoProfileTarget Agent=DeepSeek-R12026.05 | 3.21 | |
| Rotate-AllTarget Agent=GPT-4o-mini2026.05 | 3.17 | |
| Static-RandomTarget Agent=Grok-42026.05 | 3.1 | |
| Static-RandomTarget Agent=GPT-4o-mini2026.05 | 2.9 | |
| LLM-DirectTarget Agent=Grok-42026.05 | 2.88 | |
| Static-BestTarget Agent=Avg.2026.05 | 2.88 | |
| LoopTrapTarget Agent=GLM-52026.05 | 2.87 | |
| Static-BestTarget Agent=DeepSeek-R12026.05 | 2.83 | |
| LLM-DirectTarget Agent=Avg.2026.05 | 2.8 | |
| Rotate-AllTarget Agent=GPT-4o2026.05 | 2.76 | |
| LoopTrapTarget Agent=Claude Sonnet 4.52026.05 | 2.74 | |
| Static-RandomTarget Agent=GPT-4o2026.05 | 2.67 | |
| Static-BestTarget Agent=Claude Sonnet 4.52026.05 | 2.63 | |
| Static-BestTarget Agent=Gemini-3-Pro2026.05 | 2.61 | |
| NoProfileTarget Agent=Claude Sonnet 4.52026.05 | 2.6 | |
| Rotate-AllTarget Agent=Avg.2026.05 | 2.41 | |
| Static-RandomTarget Agent=Avg.2026.05 | 2.36 | |
| LLM-DirectTarget Agent=GLM-52026.05 | 2.31 | |
| Static-RandomTarget Agent=DeepSeek-R12026.05 | 2.3 | |
| NoProfileTarget Agent=Kimi-K2-Thinking2026.05 | 2.29 | |
| Static-RandomTarget Agent=Gemini-3-Pro2026.05 | 2.24 | |
| NoProfileTarget Agent=GLM-52026.05 | 2.23 | |
| Rotate-AllTarget Agent=DeepSeek-R12026.05 | 2.22 | |
| LLM-DirectTarget Agent=Claude Sonnet 4.52026.05 | 2.22 | |
| LLM-DirectTarget Agent=Kimi-K2-Thinking2026.05 | 2.21 | |
| Rotate-AllTarget Agent=Claude Sonnet 4.52026.05 | 2.18 | |
| Static-BestTarget Agent=Kimi-K2-Thinking2026.05 | 2.18 | |
| Rotate-AllTarget Agent=Gemini-3-Pro2026.05 | 2.16 | |
| Static-RandomTarget Agent=Claude Sonnet 4.52026.05 | 2.15 | |
| LLM-DirectTarget Agent=Gemini-3-Pro2026.05 | 2.12 | |
| Static-BestTarget Agent=GLM-52026.05 | 2.08 | |
| Rotate-AllTarget Agent=Kimi-K2-Thinking2026.05 | 2 | |
| Static-RandomTarget Agent=Kimi-K2-Thinking2026.05 | 1.9 | |
| Static-RandomTarget Agent=GLM-52026.05 | 1.63 | |
| Rotate-AllTarget Agent=GLM-52026.05 | 1.5 |