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Jailbreak Robustness on AdvBench

4PAIR ASR (GPT-4o)

Recovery Alignment

Updated 9d ago

Evaluation Results

Method	Links
Recovery Alignment 2025.10		4	0	6	62	60	64	64	34	62	-
Recovery Alignment 2025.10		6	0	4	56	66	64	70	36	57	-
MOSA 2025.10		16	0	14	90	84	60	80	56	74	-
MOSA 2025.10		16	0	18	82	82	68	72	48	70	-
Recovery Alignment (w/o inter) 2025.10		18	0	12	96	94	82	80	72	60	-
DPO 2025.10		30	2	34	76	68	68	94	76	80	-
DPO 2025.10		34	2	42	88	78	64	78	60	82	-
SFT 2025.10		36	3	35	92	88	64	79	66	86	-
Recovery Alignment (w/o inter) 2025.10		36	2	32	84	82	74	70	50	66	-
Recovery Alignment 2025.10		42	4	26	42	52	74	78	68	84	-
Original 2025.10		48	4	38	92	86	74	98	84	94	-
Original 2025.10		48	0	36	94	88	70	98	80	86	-
SFT 2025.10		48	2	40	88	86	48	92	80	90	-
MOSA 2025.10		56	8	48	80	68	70	80	57	76	-
DPO 2025.10		60	40	54	90	80	57	74	66	86	-
Recovery Alignment (w/o inter) 2025.10		67	57	56	65	51	63	76	66	92	-
Original 2025.10		90	54	78	98	94	90	82	64	90	-
SFT 2025.10		96	46	78	100	94	84	94	64	84	-
Qwen2.5-1.5B-Instruct 2026.04		-	-	-	-	-	-	-	-	-	10.8
FedDPO 2026.04		-	-	-	-	-	-	-	-	-	30.8
FedDetox 2026.04		-	-	-	-	-	-	-	-	-	14