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Prompt Injection Attack Robustness on HarmBench 2024 (test)

65.6Attack Success Probability (ASP)Role-playing CoT
59.15260.82662.564.174May 20, 2025

Evaluation results

MethodLinks
Role-playing CoTAttack Method=Role-playing CoT, Model Group=Open-source LLMs (Mean)2025.0565.664.6
HypnotismAttack Method=Hypnotism, Model Group=Open-source LLMs (Mean)2025.0562.160.3
Ignore PrefixAttack Method=Ignore Prefix, Model Group=Open-source LLMs (Mean)2025.0559.456.9