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Prompt Injection Attack Robustness on AdvBench 2023 (test)

64.9Attack Success Rate (ASP)Ignore Prefix
43.99649.42354.8560.277May 20, 2025

Evaluation results

MethodLinks
Ignore PrefixAttack Method=Ignore Prefix, Model Group=Open-source LLMs (Mean)2025.0564.959.9
Role-playing CoTAttack Method=Role-playing CoT, Model Group=Open-source LLMs (Mean)2025.0557.651.8
HypnotismAttack Method=Hypnotism, Model Group=Open-source LLMs (Mean)2025.0544.841.2