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Adversarial Attack Transferability on API-based Language Model Cascade Evaluation Set

94Cascade Accuracy

Cascade Pipeline

Updated 15d ago

Evaluation Results

Method	Links
Cascade Pipeline 2026.05		94	0.49	82.5	0.27	87.5	0.3	94.5	1.37	96.5	98
Cascade Pipeline 2026.05		93.5	0.31	80	0.092	89	0.19	95	0.46	94	95.5
Cascade Pipeline 2026.05		93	0.49	82.5	0.27	87.5	0.3	94.5	1.37	95	94
Cascade Pipeline 2026.05		92	0.24	80	0.092	89	0.19	95	0.46	92	89.5
Cascade Pipeline 2026.05		89	41.2	71	3.4	-	-	91	104.1	91.5	-
Cascade Pipeline 2026.05		78	10.37	48	0.51	-	-	76	25.19	86.5	-
Joint-target Attack 2026.05		77.5	0.42	75	0.29	79.5	0.32	87	1.42	71	76
Joint-target Attack 2026.05		76	0.44	71	0.28	78	0.31	89	1.41	68	81
Joint-target Attack 2026.05		72.5	0.18	72	0.097	77.5	0.2	90	0.5	75.5	80
Joint-target Attack 2026.05		72	0.4	71	0.28	78	0.31	89	1.41	62	85.5
Joint-target Attack 2026.05		72	0.4	71	0.28	78	0.31	89	1.41	62	85.5
Joint-target Attack 2026.05		70.5	0.17	72	0.097	77.5	0.2	90	0.5	71	74
Joint-target Attack 2026.05		52.5	18.4	50	3.4	-	-	84	104.5	19	-
Joint-target Attack 2026.05		21	9.3	16	0.63	-	-	63	25.47	18	-