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ResearchFormerly WizWand

Unsafe Robustness on HarmBench

1Unsafe RateDream-Instruct
-2.16819.21640.661.984Apr 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Dream-InstructAttack=Zero-shot, Defense=Self-rem., Configuration=Base2026.04173
Dream-Instruct + SADAttack=Zero-shot, Defense=Self-rem., Configuration=+SAD2026.041.240.5
LLaDA-InstructAttack=Zero-shot, Defense=Self-rem., Configuration=Base2026.041.867
Dream-InstructAttack=Zero-shot, Defense=None, Configuration=Base2026.041.873
LLaDA-InstructAttack=Zero-shot, Defense=None, Configuration=Base2026.042.867
Dream-Instruct + SADAttack=Zero-shot, Defense=None, Configuration=+SAD2026.04340.5
LLaDA-InstructAttack=Zero-shot, Defense=PPL, Configuration=Base2026.043.867
Dream-InstructAttack=Zero-shot, Defense=PPL, Configuration=Base2026.04473
Dream-Instruct + SADAttack=Zero-shot, Defense=PPL, Configuration=+SAD2026.044.240.5
Dream-Instruct + SADAttack=Zero-shot, Defense=DiffuGuard, Configuration=+SAD2026.044.240.5
LLaDA-InstructAttack=Zero-shot, Defense=DiffuGuard, Configuration=Base2026.044.567
Dream-InstructAttack=Zero-shot, Defense=DiffuGuard, Configuration=Base2026.04573
LLaDA-1.5Attack=Zero-shot, Defense=Self-rem., Configuration=Base2026.046.269.2
LLaDA-1.5Attack=Zero-shot, Defense=DiffuGuard, Configuration=Base2026.047.269.2
LLaDA-1.5Attack=Zero-shot, Defense=None, Configuration=Base2026.047.569.2
LLaDA-1.5Attack=Zero-shot, Defense=PPL, Configuration=Base2026.047.569.2
LLaDA-1.5 + SADAttack=Zero-shot, Defense=PPL, Configuration=+SAD2026.048.55
LLaDA-Instruct + SADAttack=Zero-shot, Defense=Self-rem., Configuration=+SAD2026.0496
LLaDA-1.5 + SADAttack=Zero-shot, Defense=None, Configuration=+SAD2026.049.25
LLaDA-1.5Attack=DIJA, Defense=PPL, Configuration=Base2026.049.80.2
LLaDA-Instruct + SADAttack=Zero-shot, Defense=None, Configuration=+SAD2026.0410.56
LLaDA-Instruct + SADAttack=Zero-shot, Defense=PPL, Configuration=+SAD2026.0410.56
LLaDA-1.5 + SADAttack=DIJA, Defense=PPL, Configuration=+SAD2026.0410.50
LLaDA-1.5 + SADAttack=Zero-shot, Defense=DiffuGuard, Configuration=+SAD2026.04115
LLaDA-Instruct + SADAttack=Zero-shot, Defense=DiffuGuard, Configuration=+SAD2026.0411.86
LLaDA-InstructAttack=DIJA, Defense=PPL, Configuration=Base2026.0411.80.2
LLaDA-1.5 + SADAttack=Zero-shot, Defense=Self-rem., Configuration=+SAD2026.0411.85
LLaDA-Instruct + SADAttack=DIJA, Defense=PPL, Configuration=+SAD2026.0412.90
Dream-Instruct + SADAttack=PAD, Defense=Self-rem., Configuration=+SAD2026.0419.535.5
Dream-InstructAttack=PAD, Defense=Self-rem., Configuration=Base2026.0425.839
Dream-InstructAttack=PAD, Defense=None, Configuration=Base2026.043439
Dream-Instruct + SADAttack=PAD, Defense=DiffuGuard, Configuration=+SAD2026.0434.535.5
Dream-Instruct + SADAttack=PAD, Defense=PPL, Configuration=+SAD2026.0435.535.5
Dream-Instruct + SADAttack=PAD, Defense=None, Configuration=+SAD2026.043635.5
Dream-InstructAttack=PAD, Defense=PPL, Configuration=Base2026.0437.239
Dream-InstructAttack=PAD, Defense=DiffuGuard, Configuration=Base2026.043839
LLaDA-1.5 + SADAttack=PAD, Defense=Self-rem., Configuration=+SAD2026.0446.50.5
LLaDA-1.5Attack=PAD, Defense=Self-rem., Configuration=Base2026.04470
LLaDA-InstructAttack=PAD, Defense=Self-rem., Configuration=Base2026.0454.80
LLaDA-1.5Attack=DIJA, Defense=None, Configuration=Base2026.0454.80.2
LLaDA-Instruct + SADAttack=PAD, Defense=Self-rem., Configuration=+SAD2026.0456.50.8
LLaDA-1.5Attack=DIJA, Defense=Self-rem., Configuration=Base2026.04570.2
LLaDA-InstructAttack=DIJA, Defense=DiffuGuard, Configuration=Base2026.0457.50.2
Dream-InstructAttack=DIJA, Defense=DiffuGuard, Configuration=Base2026.0457.80
LLaDA-InstructAttack=DIJA, Defense=None, Configuration=Base2026.04580.2
LLaDA-InstructAttack=DIJA, Defense=Self-rem., Configuration=Base2026.04580.2
LLaDA-1.5 + SADAttack=DIJA, Defense=None, Configuration=+SAD2026.04580
Dream-Instruct + SADAttack=DIJA, Defense=Self-rem., Configuration=+SAD2026.0458.20
LLaDA-1.5 + SADAttack=DIJA, Defense=DiffuGuard, Configuration=+SAD2026.0458.50
Dream-Instruct + SADAttack=DIJA, Defense=DiffuGuard, Configuration=+SAD2026.0458.50
LLaDA-1.5 + SADAttack=DIJA, Defense=Self-rem., Configuration=+SAD2026.0458.80
LLaDA-1.5Attack=DIJA, Defense=DiffuGuard, Configuration=Base2026.0458.80.2
Dream-InstructAttack=DIJA, Defense=Self-rem., Configuration=Base2026.0458.80
LLaDA-Instruct + SADAttack=DIJA, Defense=Self-rem., Configuration=+SAD2026.0459.80
Dream-InstructAttack=DIJA, Defense=PPL, Configuration=Base2026.0459.80
LLaDA-Instruct + SADAttack=DIJA, Defense=DiffuGuard, Configuration=+SAD2026.04600
Dream-Instruct + SADAttack=DIJA, Defense=PPL, Configuration=+SAD2026.0460.20
LLaDA-Instruct + SADAttack=DIJA, Defense=None, Configuration=+SAD2026.0460.50
Dream-Instruct + SADAttack=DIJA, Defense=None, Configuration=+SAD2026.0460.50
Dream-InstructAttack=DIJA, Defense=None, Configuration=Base2026.04620
LLaDA-1.5 + SADAttack=PAD, Defense=PPL, Configuration=+SAD2026.0468.20.5
LLaDA-1.5 + SADAttack=PAD, Defense=DiffuGuard, Configuration=+SAD2026.0469.80.5
LLaDA-Instruct + SADAttack=PAD, Defense=None, Configuration=+SAD2026.0470.50.8
LLaDA-1.5 + SADAttack=PAD, Defense=None, Configuration=+SAD2026.0470.50.5
LLaDA-1.5Attack=PAD, Defense=PPL, Configuration=Base2026.0471.50
LLaDA-Instruct + SADAttack=PAD, Defense=DiffuGuard, Configuration=+SAD2026.0472.50.8
LLaDA-1.5Attack=PAD, Defense=DiffuGuard, Configuration=Base2026.0474.80
LLaDA-1.5Attack=PAD, Defense=None, Configuration=Base2026.0475.50
LLaDA-InstructAttack=PAD, Defense=DiffuGuard, Configuration=Base2026.0477.50
LLaDA-InstructAttack=PAD, Defense=None, Configuration=Base2026.0478.50
LLaDA-Instruct + SADAttack=PAD, Defense=PPL, Configuration=+SAD2026.0479.50.8
LLaDA-InstructAttack=PAD, Defense=PPL, Configuration=Base2026.0480.20