LLM Cascade Performance under Adversarial Attack on LLM Cascade Configuration 16 baseline (test)
82.5Cascade AccuracyInitial cascade
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Initial cascadeConfiguration=(16)2026.05 | 82.5 | 18.9 | 72.5 | 4.3 | 84 | 49.8 | 88 | |
| Joint-target AttackAttack Parameter (p)=0, Transfer Path=(8)→(16)2026.05 | 53 | 14.4 | 49.5 | 4.5 | 74 | 53.2 | 61 | |
| Joint-target AttackAttack Parameter (p)=0, Transfer Path=(1)→(16)2026.05 | 48 | 11.1 | 42.5 | 4.7 | 69 | 55.5 | 49 |