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ResearchFormerly WizWand

Question Answering on MMLU (ASR-R, ASR-L, ASR-H, EM, CR)

72.28EMNon-attack

Evaluation results

Method	Links
Non-attack2026.04		72.28	—	—	—	85.96
JailAgent2026.04		71.93	70.18	66.84	65.79	86.32
JailAgent2026.04		69.82	65.61	64.21	63.16	85.61
Non-attack2026.04		69.65	—	—	—	85.09
AgentPoison2026.04		65.61	62.81	56.67	56.32	84.56
BadChain2026.04		64.91	61.4	60.35	58.42	82.63
AgentPoison2026.04		63.16	60.35	57.54	57.54	87.02
JailAgent2026.04		62.98	62.81	59.65	57.72	91.23
JailAgent2026.04		62.46	60.53	58.42	57.54	82.28
Non-attack2026.04		62.28	—	—	—	82.81
Non-attack2026.04		62.28	—	—	—	90.35
AgentPoison2026.04		61.58	57.54	54.04	54.56	81.58
BadChain2026.04		61.4	54.39	52.98	53.16	80.7
AgentPoison2026.04		58.95	56.49	52.63	52.81	77.89
BadChain2026.04		58.94	57.72	56.49	56.84	87.54
JailAgent2026.04		57.54	52.28	50.53	50.7	84.21
AgentPoison2026.04		56.41	46.32	42.28	41.75	81.4
Non-attack2026.04		56.32	—	—	—	84.56
BadChain2026.04		52.63	50.35	48.6	48.07	77.19
PAIR2026.04		52.46	45.44	42.28	42.11	68.07
PAIR2026.04		50.35	50.7	44.56	44.91	75.09
PAIR2026.04		50.35	44.65	37.37	37.02	77.02
PAIR2026.04		49.3	42.81	40.7	38.95	67.89
BadChain2026.04		46.32	44.91	42.46	40.7	76.32
JailAgent2026.04		42.98	40.88	38.95	37.19	71.93
Non-attack2026.04		42.81	—	—	—	71.93
AgentPoison2026.04		40.88	38.95	35.26	35.44	66.32
BadChain2026.04		40.53	38.24	32.81	32.98	64.04
Non-attack2026.04		38.77	—	—	—	52.28
PAIR2026.04		38.25	36.67	32.98	32.46	71.58
JailAgent2026.04		37.02	34.91	32.46	31.58	51.75
PAIR2026.04		32.81	31.93	29.82	29.82	50.7
BadChain2026.04		32.28	31.05	29.12	28.42	49.65
AgentPoison2026.04		30.53	30.7	29.47	28.77	48.07
PAIR2026.04		29.82	25.61	22.11	21.93	42.46