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ResearchFormerly WizWand

Harmfulness Evaluation on Harmfulness Evaluation Suite (JBB, SR, WJ, GCG, JBC, PAIR) (test)

91JBBNo train

Evaluation results

Method	Links
No train2026.04		91	87.2	91.6	83	90	95.3	89.7
No train2026.04		90	84.4	94	81	75	93.8	86.4
No train2026.04		78	73.5	91.6	76	77	96.9	82.2
SafeChain2026.04		76	70.6	83.2	58	59	82.8	71.6
SafeChain2026.04		76	78.9	80.8	54	59	84.4	72.2
SafeChain2026.04		76	78	86.8	73	80	84.4	79.7
No train2026.04		74	65.8	74	68	56	81.3	69.8
No train2026.04		74	78	90.8	72	88	98.4	83.5
SafeChain2026.04		73	56.9	65.6	53	28	64.1	56.8
No train2026.04		73	81.2	91.6	74	75	0	82.5
SafeChain2026.04		73	77.6	87.2	61	67	93.8	76.6
SafeChain2026.04		72	73.5	88.4	60	73	92.2	76.5
SafeChain2026.04		71	71.6	80	69	49	81.3	70.3
No train2026.04		71	78.9	90.8	70	67	95.3	78.8
SafeChain2026.04		71	78.3	88.4	65	60	96.9	76.6
SafeChain2026.04		70	71.9	80	66	43	85.9	69.5
SafeChain2026.04		69	67.7	80.8	69	54	87.5	71.3
SafeChain2026.04		69	76.4	86.4	69	55	89.1	74.1
SafeChain2026.04		60	62.3	65.6	50	37	76.6	58.6
S1-ALT2026.04		13	11.8	37.6	7	16	31.3	19.4
STAR-12026.04		12	10.9	52.4	6	0	31.3	18.8
STAR-12026.04		12	6.7	42	7	5	32.8	17.6
STAR-12026.04		12	4.8	47.6	10	3	37.5	19.1
STAR-12026.04		11.6	7.2	52.3	10.2	7.8	46.3	22.6
R1-ALT2026.04		10	6.4	36.8	7	2	23.4	14.3
STAR-12026.04		9	9	52.4	8	7	42.2	21.3
DirectRefusal2026.04		9	11.5	20.4	8	0	20.3	11.5
DirectRefusal2026.04		9	10.2	12	3	0	6.3	6.7
DirectRefusal2026.04		8	12.5	6.4	4	0	14.1	7.5
DirectRefusal2026.04		7	13.4	18	6	5	14.1	10.6
DirectRefusal2026.04		5	11.5	14.4	5	0	4.7	6.8
R1-ALT2026.04		1	2.6	14.8	1	0	7.8	4.5
S1-ALT2026.04		1	1.9	8	2	13	14.1	6.7
R1-ALT2026.04		0	1	21.2	2	0	4.7	4.8
R1-ALT2026.04		0	0.6	26	1	0	10.9	6.4
R1-ALT2026.04		0	1.9	13.2	1	0	6.3	3.7