AutoDAN

Benchmarks

Task Name	Dataset Name	SOTA Result
Jailbreak Defense	AutoDAN	ASR0	55
Jailbreak Attack	AutoDAN	ASR100	42
Jailbreak Detection	AutoDAN	Accuracy99	30
Adversarial Detection	AutoDAN	DSR100	18
Adversarial Robustness	AutoDAN	ASR0	18
Safety Evaluation	AutoDAN	Safety Score100	16
Defense Robustness	AutoDAN Attack	Keyword Success Rate100	16
Jailbreak Detection	AutoDAN	Attack Success Rate (ASR)0	15
Jailbreak Defense	AutoDAN AdvE	ASR9.83	14
Jailbreak Defense	AutoDAN	ASR0	13
Jailbreak Attack	AutoDAN T-R	ASR0	11
Jailbreak Robustness	AutoDAN Adv single-turn attack	ASR81	8
Jailbreak Robustness	AutoDAN Harm single-turn attack	Attack Success Rate (ASR)76.9	8
Explanation Faithfulness	AutoDAN (test)	Label Change Rate8	8
Safety Evaluation	AutoDAN (test)	Attack Success Rate (AD)0	7
Safety Evaluation	AutoDAN	ASR10.5	6
Jailbreak Detection	AutoDAN T	Transferred Detection Rate85	5
Safety Monitoring	AutoDAN	ASR @ 1% FPR67.86	5
Jailbreak Resistance	AutoDAN	Refusal Rate59	3
Jailbreak Detection	AutoDAN-style Benchmarks	ASR (Recall)98	3

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