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Red-teaming Strategy Diversity Analysis on Jailbreak Strategy Pool

0.282kNN DistanceTreeTeaming
0.201920.222710.24350.26429Mar 24, 2026

Evaluation results

MethodLinks
TreeTeamingOrchestrator Model=Qwen2.5-VL-7B, Number of strategies (n)=152026.030.2822.723
TreeTeamingOrchestrator Model=Claude 3.5, Number of strategies (n)=152026.030.2792.714
TreeTeamingOrchestrator Model=Qwen2.5-VL-7B, Number of strategies (n)=10, Note=average of 5 random runs2026.030.2792.416
TreeTeamingOrchestrator Model=GPT-4o, Number of strategies (n)=152026.030.2752.705
TreeTeamingOrchestrator Model=Claude 3.5, Number of strategies (n)=10, Note=average of 5 random runs2026.030.2732.354
TreeTeamingOrchestrator Model=GPT-4o, Number of strategies (n)=10, Note=average of 5 random runs2026.030.2682.301
Union setNumber of strategies (n)=152026.030.2632.694
Union setNumber of strategies (n)=10, Note=average of 5 random runs2026.030.2592.282
TreeTeamingOrchestrator Model=Qwen2.5-VL-7B, Number of strategies (n)=5, Note=average of 5 random runs2026.030.2521.642
TreeTeamingOrchestrator Model=Claude 3.5, Number of strategies (n)=5, Note=average of 5 random runs2026.030.2381.617
Union setNumber of strategies (n)=5, Note=average of 5 random runs2026.030.2151.604
TreeTeamingOrchestrator Model=GPT-4o, Number of strategies (n)=5, Note=average of 5 random runs2026.030.2051.612