Adversarial Attack on Cascaded LLMs on AGNews, Overruling, and Headline 3-layer Cascade benchmark leaderboard · SOTA2 Research

Adversarial Attack on Cascaded LLMs on AGNews, Overruling, and Headline 3-layer Cascade

94Cascade AccuracyInitial cascade

Evaluation Results

Method	Links
Initial cascade2026.05		94	0.49	82.5	0.27	87.5	0.3	94.5	1.37	96.5	98
Initial cascade2026.05		93.5	0.31	80	0.092	89	0.19	95	0.46	94	95.5
Initial cascade2026.05		93	0.49	82.5	0.27	87.5	0.3	94.5	1.37	95	94
Initial cascade2026.05		92	0.24	80	0.092	89	0.19	95	0.46	92	89.5
Initial cascade2026.05		78	2,771.9	48	114	—	—	76	5,037.3	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		74	0.41	75	0.29	79.5	0.32	87	1.42	69	77.5
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		70.5	0.17	72	0.097	77.5	0.2	90	0.5	71	74
Joint-target Attack2026.05		21	2,006.2	16	125.5	—	—	63	5,728.5	18	—