Jailbreak Defense on AdvBench PAD

12.12ASR

LLaDA-1.5 + Self-reminder + DIFFUGUARD

Updated 22d ago

Evaluation Results

Method	Links
LLaDA-1.5 + Self-reminder + DIFFUGUARD 2025.09		12.12
LLaDA-1.5 + Self-reminder 2025.09		15
LLaDA + DIFFUGUARD 2025.09		17.12
Dream + DIFFUGUARD 2025.09		19.42
LLaDA-8B-Instruct + Self-reminder + DIFFUGUARD 2025.09		24.42
LLaDA-8B w/ DIFFUGUARD 2025.09		24.42
LLaDA-8B-Instruct + Self-reminder 2025.09		30.58
Dream-v0-Instruct-7B + DIFFUGUARD 2025.09		31.15
LLaDA-8B w/ DIFFUGUARD 2025.09		35.96
Dream-v0-Instruct-7B + Self-reminder + DIFFUGUARD 2025.09		37.31
Dream-7B w/ DIFFUGUARD 2025.09		37.31
MMaDA-8B-MixCoT + Self-reminder + DIFFUGUARD 2025.09		37.69
Dream-7B w/ DIFFUGUARD 2025.09		40.38
LLaDA-8B w/ DIFFUGUARD 2025.09		44.42
LLaDA-1.5 + DIFFUGUARD 2025.09		56.15
LLaDA-8B-Instruct + DIFFUGUARD 2025.09		59.62
MMaDA-8B-MixCoT + DIFFUGUARD 2025.09		61.54
LLaDA-8B w/ DIFFUGUARD 2025.09		65.58
Dream-7B w/ DIFFUGUARD 2025.09		65.96
Dream 2025.09		70.38
LLaDA-1.5 + PPL-Filter 2025.09		74.42
MMaDA-8B-MixCoT + Self-reminder 2025.09		78.08
Dream-7B w/ DIFFUGUARD 2025.09		84.62
LLaDA-8B-Instruct + PPL-Filter 2025.09		85.96
MMaDA-8B-MixCoT + PPL-Filter 2025.09		86.15
LLaDA 2025.09		86.54
LLaDA-1.5 2025.09		87.69
LLaDA-8B 2025.09		88.27
LLaDA-8B-Instruct 2025.09		93.65
LLaDA-8B 2025.09		93.65
Dream-v0-Instruct-7B + PPL-Filter 2025.09		94.04
Dream-7B 2025.09		95.96
Dream-7B 2025.09		98.27
Dream-v0-Instruct-7B + Self-reminder 2025.09		98.65
LLaDA-8B 2025.09		98.84
LLaDA-8B 2025.09		98.85
Dream-v0-Instruct-7B 2025.09		99.23
MMaDA-8B-MixCoT 2025.09		99.23
Dream-7B 2025.09		99.23
Dream-7B 2025.09		100