Vulnerability Discovery on Meta-prompt-guided adversarial generation corpus GPT-OSS 20B v1.0
10RHOur Framework
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Our FrameworkDescription=Automated Red-Teaming Framework using meta-prompt-guided generation2025.12 | 10 | 11 | 7 | 6 | 8 | 5 | 47 | |
| AdvPrompterDescription=Automated method emphasizing gradient-guided perturbation success2025.12 | 5 | 6 | 4 | 3 | 3 | 2 | 23 | |
| Template-basedDescription=Static pattern-matching using curated jailbreak templates2025.12 | 4 | 5 | 3 | 2 | 3 | 1 | 18 | |
| Manual ExpertDescription=Conducted by three AI safety experts following a structured protocol2025.12 | 3 | 4 | 2 | 1 | 2 | 0 | 12 | |
| Random GenerationDescription=Stochastically samples syntactic templates and n-grams2025.12 | 1 | 2 | 1 | 0 | 1 | 0 | 5 |