Image Captioning on Image Captioning Target: Claude-4.5, Soft Criterion
8ASRCoTTA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoTTASurrogate=Ensemble2026.03 | 8 | 4.6 | |
| FOA-AttackSurrogate=Ensemble2026.03 | 6 | 2.4 | |
| M-AttackSurrogate=Ensemble2026.03 | 3 | 1.9 | |
| AttackVLMSurrogate=B/162026.03 | 0 | 0 | |
| AttackVLMSurrogate=B/322026.03 | 0 | 0 | |
| AttackVLMSurrogate=Laion2026.03 | 0 | 0.2 | |
| AnyAttackSurrogate=Ensemble2026.03 | 0 | 0.2 | |
| Agent-AttackSurrogate=Ensemble2026.03 | 0 | 1 |