Adversarial Attack on LIAR-NEW Verifact
40.34Attack Success RateAgentic Adversarial Rewriting (Full History)
Evaluation results
| Method | Links | |
|---|---|---|
| Agentic Adversarial Rewriting (Full History)Model Access=Direct Target Access, Optimization=Prompt Optimization, History=Full History2026.04 | 40.34 | |
| Agentic Adversarial Rewriting (Previous Step)Model Access=Direct Target Access, Optimization=Prompt Optimization, History=Previous Step2026.04 | 39.56 | |
| Agentic Adversarial Rewriting (Attacker Only)Model Access=Direct Target Access, Optimization=None2026.04 | 35.92 | |
| TextFoolerModel Access=RoBERTa Surrogate2026.04 | 2.18 | |
| TextBuggerModel Access=RoBERTa Surrogate2026.04 | 1.94 | |
| CLAREModel Access=RoBERTa Surrogate2026.04 | 1.46 | |
| DeepWordBugModel Access=RoBERTa Surrogate2026.04 | 1.46 |