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Adversarial Attack Transferability on LLM Cascades Evaluation Set Open-Source Models

91.5Accuracy

Initial cascade

Updated 15d ago

Evaluation Results

Method
Initial cascade 2026.05	91.5	-
Initial cascade 2026.05	91	104.1
Initial cascade 2026.05	91	104.1
Initial cascade 2026.05	91	104.1
Initial cascade 2026.05	90	-
Initial cascade 2026.05	89	41.2
Initial cascade 2026.05	88	-
Initial cascade 2026.05	88	26.8
Initial cascade 2026.05	87.5	21.4
Initial cascade 2026.05	87.5	-
Initial cascade 2026.05	87.5	-
Initial cascade 2026.05	87	-
Initial cascade 2026.05	86.5	-
Initial cascade 2026.05	86.5	-
Initial cascade 2026.05	85.5	-
Initial cascade 2026.05	85.5	-
Initial cascade 2026.05	84.5	13.7
Initial cascade 2026.05	84.5	13.7
Initial cascade 2026.05	84.5	-
Joint-target Attack 2026.05	84	104.5
Joint-target Attack 2026.05	84	104.5
Joint-target Attack 2026.05	84	104.7
Initial cascade 2026.05	84	49.8
Initial cascade 2026.05	84	49.8
Initial cascade 2026.05	84	9,967.4
Initial cascade 2026.05	84	9,967.4
Initial cascade 2026.05	83.5	-
Initial cascade 2026.05	83.5	-
Initial cascade 2026.05	83.5	-
Initial cascade 2026.05	83.5	-
Initial cascade 2026.05	82	-
Initial cascade 2026.05	82	-
Initial cascade 2026.05	81	-
Initial cascade 2026.05	81	-
Initial cascade 2026.05	80.5	-
Initial cascade 2026.05	80.5	-
Joint-target Attack 2026.05	78.5	13.8
Joint-target Attack 2026.05	78.5	13.8
Initial cascade 2026.05	78	10.37
Initial cascade 2026.05	78	11.4
Initial cascade 2026.05	78	2,771.9
Initial cascade 2026.05	78	2,272.8
Initial cascade 2026.05	77	12.5
Initial cascade 2026.05	77	11.4
Initial cascade 2026.05	77	2,490.4
Initial cascade 2026.05	77	2,281.4
Initial cascade 2026.05	76.5	12
Initial cascade 2026.05	76.5	-
Initial cascade 2026.05	76.5	2,398.6
Initial cascade 2026.05	76.5	-
Initial cascade 2026.05	76	25.19
Initial cascade 2026.05	76	25.2
Initial cascade 2026.05	76	5,037.3
Initial cascade 2026.05	76	5,037.3
Initial cascade 2026.05	73	25.2
Joint-target Attack 2026.05	73	50.7
Joint-target Attack 2026.05	73	50.7
Initial cascade 2026.05	73	5,037.3
Joint-target Attack 2026.05	73	10,942.7
Joint-target Attack 2026.05	73	10,942.7
Initial cascade 2026.05	72.5	4.3
Initial cascade 2026.05	72.5	4.3
Initial cascade 2026.05	72.5	856.5
Initial cascade 2026.05	72.5	856.5
Initial cascade 2026.05	71	3.4
Initial cascade 2026.05	71	3.4
Initial cascade 2026.05	71	3.4
Joint-target Attack 2026.05	69.5	14.9
Joint-target Attack 2026.05	67.5	12.6
Joint-target Attack 2026.05	67	-
Joint-target Attack 2026.05	67	-
Joint-target Attack 2026.05	65	-
Joint-target Attack 2026.05	63	25.47
Joint-target Attack 2026.05	63	-
Joint-target Attack 2026.05	63	25.6
Joint-target Attack 2026.05	63	25.6
Joint-target Attack 2026.05	63	5,728.5
Joint-target Attack 2026.05	63	5,728.5
Joint-target Attack 2026.05	63	5,728.5
Joint-target Attack 2026.05	61.5	4.4
Joint-target Attack 2026.05	61.5	4.4
Joint-target Attack 2026.05	61.5	878.7
Joint-target Attack 2026.05	61.5	878.7
Joint-target Attack 2026.05	61	9
Joint-target Attack 2026.05	61	-
Joint-target Attack 2026.05	61	1,794.3
Joint-target Attack 2026.05	61	-
Joint-target Attack 2026.05	59.5	10.1
Joint-target Attack 2026.05	59.5	2,017.5
Initial cascade 2026.05	54.5	2
Initial cascade 2026.05	54.5	2
Initial cascade 2026.05	54.5	402.2
Initial cascade 2026.05	54.5	402.2
Joint-target Attack 2026.05	52.5	18.4
Joint-target Attack 2026.05	50	3.4
Joint-target Attack 2026.05	50	3.4
Joint-target Attack 2026.05	50	3.4
Joint-target Attack 2026.05	48.5	-
Joint-target Attack 2026.05	48.5	-
Initial cascade 2026.05	48	0.51

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