Adversarial Attack Transferability on API-based Language Model Cascade Evaluation Set benchmark leaderboard · SOTA2 Research

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

94Cascade AccuracyCascade Pipeline

Evaluation Results

Method	Links
Cascade Pipeline2026.05		94	0.49	82.5	0.27	87.5	0.3	94.5	1.37	96.5	98
Cascade Pipeline2026.05		93.5	0.31	80	0.092	89	0.19	95	0.46	94	95.5
Cascade Pipeline2026.05		93	0.49	82.5	0.27	87.5	0.3	94.5	1.37	95	94
Cascade Pipeline2026.05		92	0.24	80	0.092	89	0.19	95	0.46	92	89.5
Cascade Pipeline2026.05		89	41.2	71	3.4	—	—	91	104.1	91.5	—
Cascade Pipeline2026.05		78	10.37	48	0.51	—	—	76	25.19	86.5	—
Joint-target Attack2026.05		77.5	0.42	75	0.29	79.5	0.32	87	1.42	71	76
Joint-target Attack2026.05		76	0.44	71	0.28	78	0.31	89	1.41	68	81
Joint-target Attack2026.05		72.5	0.18	72	0.097	77.5	0.2	90	0.5	75.5	80
Joint-target Attack2026.05		72	0.4	71	0.28	78	0.31	89	1.41	62	85.5
Joint-target Attack2026.05		72	0.4	71	0.28	78	0.31	89	1.41	62	85.5
Joint-target Attack2026.05		70.5	0.17	72	0.097	77.5	0.2	90	0.5	71	74
Joint-target Attack2026.05		52.5	18.4	50	3.4	—	—	84	104.5	19	—
Joint-target Attack2026.05		21	9.3	16	0.63	—	—	63	25.47	18	—