Ai Security, Llm, Jailbreak, Adversarial Attack, Trustworthy Ai.
We can see that ARCA outperforms AutoPrompt and GBDA in all scenarios. Notably, as tasks shift from generating toxic outputs to identifying surprise-toxicity, AutoPrompt struggles, even with extended prompts. In contrast, ARCA consistently succeeds in these more complex tasks. Conclusion: The paper