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ResearchFormerly WizWand

Jailbreak Attack Defense on Adversarial Jailbreak Prompts

63ATTEN ScoreSpecreason

Evaluation results

Method	Links
Specreason2026.06		63	66	55	69	76	59	84	67
Specreason+RPO2026.06		61	39	12	8	38	54	54	38
Specreason2026.06		56	65	17	66	45	77	74	57
No Defense2026.06		55	64	62	70	62	57	86	65
Spec-Decoding2026.06		55	63	61	69	63	57	88	65
SecDecoding2026.06		53	63	15	57	46	74	66	53
Spec-Decoding2026.06		50	56	18	63	41	77	48	50
No Defense2026.06		48	57	19	62	42	80	46	51
SafeDecoding2026.06		46	5	44	35	0	13	80	32
RPO2026.06		35	17	12	32	31	57	38	31
RPO2026.06		35	46	11	43	37	72	26	39
Specreason+RPO2026.06		32	28	7	23	41	26	62	31
Specreason+SR2026.06		32	53	3	24	21	71	38	35
SR2026.06		17	34	0	25	5	66	16	23
Specreason+SR2026.06		14	42	5	37	29	47	62	34
SR2026.06		9	31	6	32	26	52	68	31
SafeSpec2026.06		9	14	0	2	9	7	6	7
SecDecoding2026.06		6	6	57	15	4	6	62	22
SafeSpec2026.06		5	10	4	1	13	9	8	7
SafeDecoding2026.06		0	28	0	0	2	0	30	9