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LLM Jailbreaking on JBB-Behaviors Scenario J1

59.1HypervolumeEvoJail
-2.36413.59329.5545.507Mar 20, 2026

Evaluation results

MethodLinks
EvoJailTarget Model=Llama-3.1-8B-Instruct2026.0359.1
CodeAttackTarget Model=gpt-4.1-Nano2026.0355.1
EvoJailTarget Model=gpt-4.1-Nano2026.0354.8
CodeAttackTarget Model=Llama-3.1-8B-Instruct2026.0354.6
EvoJailTarget Model=Llama-2-7b-chat-hf2026.0345
ReNeLLMTarget Model=Llama-3.1-8B-Instruct2026.0344.4
JailbrokenTarget Model=Llama-3.1-8B-Instruct2026.0340.1
CodeChameleonTarget Model=Llama-3.1-8B-Instruct2026.0339.9
FlipAttackTarget Model=Llama-3.1-8B-Instruct2026.0330.9
CodeChameleonTarget Model=gpt-4.1-Nano2026.0330.2
JailbrokenTarget Model=Llama-2-7b-chat-hf2026.0324.8
CodeChameleonTarget Model=Llama-2-7b-chat-hf2026.0323.9
ReNeLLMTarget Model=Llama-2-7b-chat-hf2026.0313.2
CipherTarget Model=Llama-3.1-8B-Instruct2026.039.5
ReNeLLMTarget Model=gpt-4.1-Nano2026.036.8
FlipAttackTarget Model=gpt-4.1-Nano2026.035.3
FlipAttackTarget Model=Llama-2-7b-chat-hf2026.034.7
CodeAttackTarget Model=Llama-2-7b-chat-hf2026.034.3
CipherTarget Model=Llama-2-7b-chat-hf2026.030
JailbrokenTarget Model=gpt-4.1-Nano2026.030
CipherTarget Model=gpt-4.1-Nano2026.030