HADES

Benchmarks

Task Name	Dataset Name	SOTA Result
Jailbreak Attack	HADES	Attack Success Rate99.6	132
Visual Jailbreaking Attack	HADES	ASR72.66	32
Safety Evaluation	HADES	Refusal Rate100	25
Jailbreak Defense	HADES	ASR3.6	24
Jailbreak Attack	HADES	Success Rate (Animal)66.67	23
Image Safety Assessment	HADES (test)	Ensemble Score64.815	22
Multimodal Jailbreaking	HADES-Dataset	ASR (%)99.07	20
Jailbreak Attack Success Evaluation	HADES SD+TYPO	Attack Success Rate (ASR)2.1	18
Jailbreak Attack Success Evaluation	HADES SD	ASR2.8	18
Image-based Jailbreak	HADES OOD	Attack Success Rate (ASR)80.02	16
Jailbreak Attack	HADES All categories	ASR18.93	15
Jailbreak Attack	HADES Violence	ASR0.3	15
Jailbreak Attack	HADES Animals	ASR3.33	15
Jailbreak Attack	HADES Financial	ASR95.33	15
Jailbreak Attack	HADES Privacy	ASR95.33	15
Jailbreak Attack	HADES Self-harm	ASR5.33	15
Jailbreak Attack	HADES (test)	Self-harm Success Rate96	15
Jailbreaking Vision-Language Models	HADES	Jailbreak Success Rate (Qwen2.5-VL-7B)87	12
Jailbreaking	HADES	StrongREJECT76	10
Multimodal Adversarial Attack	HADES	Success Rate (Animal)91.33	6
Safety Evaluation	HADES-Dataset	HADES Score43.67	4

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