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ResearchFormerly WizWand

Jailbreak Robustness on JBB-Behaviors (test)

0ASRMOSA
-3.6821.164670.84Oct 1, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MOSABackbone=LLaDA, Attack Type=No Attack2025.100
RA (ours)Backbone=LLaDA, Attack Type=No Attack2025.100
RA (ours)Backbone=LLaDA1.5, Attack Type=Anchoring, t_inter=42025.100.7
OriginalBackbone=LLaDA1.5, Attack Type=No Attack2025.101
RA (ours)Backbone=LLaDA1.5, Attack Type=PAD2025.101
RA (ours)Backbone=LLaDA, Attack Type=Anchoring, t_inter=42025.101.3
RA w/o inter (ablation)Backbone=LLaDA, Attack Type=No Attack2025.101.7
OriginalBackbone=LLaDA, Attack Type=No Attack2025.102
RA w/o inter (ablation)Backbone=MMaDA, Attack Type=No Attack2025.102
DPOBackbone=LLaDA, Attack Type=No Attack2025.104.3
SFTBackbone=LLaDA, Attack Type=No Attack2025.108.3
RA (ours)Backbone=LLaDA, Attack Type=First-Step GCG2025.1011.3
RA (ours)Backbone=MMaDA, Attack Type=Anchoring, t_inter=42025.1013
RA (ours)Backbone=LLaDA1.5, Attack Type=First-Step GCG2025.1015
OriginalBackbone=LLaDA, Attack Type=Anchoring, t_inter=12025.1017.3
RA (ours)Backbone=LLaDA1.5, Attack Type=Anchoring, t_inter=322025.1043
RA (ours)Backbone=MMaDA, Attack Type=First-Step GCG2025.1045.7
RA (ours)Backbone=LLaDA, Attack Type=Anchoring, t_inter=322025.1050.7
OriginalBackbone=LLaDA, Attack Type=First-Step GCG2025.1058
OriginalBackbone=LLaDA, Attack Type=PAD2025.1067.3
RA (ours)Backbone=MMaDA, Attack Type=DiJA2025.1070
RA (ours)Backbone=MMaDA, Attack Type=Anchoring, t_inter=322025.1079.3
OriginalBackbone=MMaDA, Attack Type=No Attack2025.1079.7
OriginalBackbone=LLaDA, Attack Type=DiJA2025.1092