SOTA Safety Alignment benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
HarmBench		ASR0	88	1mo ago
Salad Bench	ShaPO-T	MD0.68	68	1mo ago
HH-RLHF	ShaPO-T	MD Rate1.09	68	1mo ago
Do-Not-Answer	ShaPO-R	MD0	52	1mo ago
WildJailbreak		Trainable parameters (M)15,768.31	44	1mo ago
Visual Adversarial Attacks		ASR43.1	40	19d ago
JOOD	MoRAS	ASR0	40	19d ago
SORRY-Bench	LED-Merging	ASR10.22	40	1mo ago
PKU-SafeRLHF 30K (IID)	ShaPO-T	WR89.26	36	1mo ago
AdvBench	SEA	Reward-0.38	32	1mo ago
Harmful Dataset (test)		Harmful Score81	30	1mo ago
WildJailbreak	R1 - 8B + UnsafeChain full	Safe@177.2	24	11d ago
HarmBench	SFT	MD Score95	18	1mo ago
Average (Do-Not-Answer, HarmBench, HH-RLHF, Salad Bench)	ShaPO-T	Aggregate Score0.59	18	1mo ago
StrongReject	R1 - 7B + UnsafeChain full	Safe@158	18	11d ago
XSTest	Yi-VL-6B	Compliance95.2	15	9d ago
PKU-SafeRLHF	PPO	Gold Reward3.92	14	1mo ago
BeaverTails V	SaFeR-ToolKit (+ SFT+GRPO) [3B]	Safety Score93.37	13	1mo ago
Safety Alignment	PALM	Multiplicative Gap (Epsilon)0.0131	12	11d ago
HEx-PHI	DiaBlo	HEx-PHI Score98.8	12	1mo ago
HarmBench	ImplicitRM	Score98.2	10	24d ago
Safety Alignment Dataset 4-order (test)	MOSAIC-2	DSR100	10	1mo ago
Safety Alignment Dataset 3-order (test)	MOSAIC-5	DSR100	10	1mo ago
Safety Alignment Dataset 2-order (test)	MOSAIC-5	DSR99.8	10	1mo ago
Safety Alignment Dataset 1-order (test)	MOSAIC-2	DSR100	10	1mo ago

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