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Ad Injection Attack Resistance Evaluation on Ad Injection

65.92MMLU

ELQ

Updated 4d ago

Evaluation Results

Method
ELQ 2026.01	65.92	54.64	0.27
ELQ 2026.01	65.85	54.71	0.2
Original 2026.01	65.5	58.69	0
Original 2026.01	65.48	58.68	0
Q-Misalign 2026.01	64.77	52.14	30.93
Original 2026.01	64.76	56.42	0
Q-Misalign 2026.01	64.44	58.94	0
ELQ 2026.01	64.41	51.88	27.4
Q-Misalign 2026.01	64.4	58.83	0
Original 2026.01	64.34	56.83	0
Q-Misalign 2026.01	63.97	50.23	26.53
ELQ 2026.01	63.94	50.19	27.07
ACL 2026.01	63.44	56.25	0
ACL 2026.01	63.32	56.16	0
ACL 2026.01	63.25	47.67	77.6
ACL 2026.01	62.71	48.01	65.2
Original 2026.01	62.3	51.47	0
Original 2026.01	62.21	51.74	0.07
Original 2026.01	62.18	51.46	0
ELQ 2026.01	61.29	52.95	0.4
ELQ 2026.01	61.22	53.06	0.27
Original 2026.01	60.01	50.45	0.07
Original 2026.01	59.74	50.29	0.07
ELQ 2026.01	59.71	51.07	22.93
Q-Misalign 2026.01	59.49	50.97	20.2
Original 2026.01	59.36	55.72	0
ELQ 2026.01	58.92	52.2	28
ACL 2026.01	58.82	50.87	69.53
Q-Misalign 2026.01	58.8	52	27.47
Q-Misalign 2026.01	58.73	47.86	0
Q-Misalign 2026.01	58.72	47.83	0
ACL 2026.01	58.69	51.8	0
ACL 2026.01	58.63	51.85	0
ELQ 2026.01	57.01	50.75	23.27
Q-Misalign 2026.01	57.01	50.78	24.4
ACL 2026.01	56.98	51.11	69.4
ELQ 2026.01	56.37	49.55	24.93
Q-Misalign 2026.01	56.37	49.56	24.6
ACL 2026.01	56.19	48.02	75.73
ACL 2026.01	55.69	49.1	68.27
Original 2026.01	48.4	43.41	0
Original 2026.01	48.23	43.4	0
Original 2026.01	47.71	43.2	0
Q-Misalign 2026.01	45.08	43.82	25.33
Original 2026.01	45.06	42.67	0
ELQ 2026.01	45.06	43.79	21.33
ACL 2026.01	43.95	44.59	81.33
ELQ 2026.01	43.88	43.02	32.67
Q-Misalign 2026.01	43.88	43.01	22
Original 2026.01	43.73	40.27	0
ACL 2026.01	43.45	45.01	80
ELQ 2026.01	43.23	44.8	0
ELQ 2026.01	43.08	44.66	0
ACL 2026.01	42.62	40.83	0
ACL 2026.01	42.58	43.27	0
ACL 2026.01	41.19	43.32	83.33
Q-Misalign 2026.01	41.17	41.57	36
ELQ 2026.01	41.1	41.53	35.33
Q-Misalign 2026.01	40.54	44.83	0
Q-Misalign 2026.01	40.3	43.21	0