Attack Resilience Evaluation on 51,750 Adversarial Samples
87.3Resilience Score (Log)Base LLM
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Base LLM2026.01 | 87.3 | 82.1 | 79.4 | 91.6 | 68.2 | 73.5 | 80.4 | — | |
| Input Filtering2026.01 | 51.2 | 44.8 | 41.3 | 56.7 | 28.4 | 52.1 | 45.8 | -43 | |
| Standard CAI2026.01 | 42.7 | 38.4 | 35.2 | 48.9 | 31.6 | 45.3 | 40.4 | -49.8 | |
| Instr. Hierarchy2026.01 | 38.5 | 35.2 | 32.8 | 42.1 | 25.7 | 41.6 | 36 | -55.2 | |
| SecureCAI2026.01 | 4.2 | 3.8 | 5.1 | 4.9 | 3.2 | 4.6 | 4.3 | -94.7 |