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andyz245 authored Feb 2, 2024
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# Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks

<div style="display: flex; justify-content: center; align-items: flex-start;">
<div style="margin-right: 10px;">
<img src="figures/gpt4.png" alt="GPT-4" width="300"/>
<p style="text-align: center;"><em>Fig.1 GPT-4 safety filters can be bypassed by jailbreaks!</em></p>
<div style="display: flex; justify-content: space-around; align-items: center;">
<div>
<img src="figures/gpt4.png" alt="GPT-4" width="300" />
<div><em>Fig.1 GPT-4 safety filters can be bypassed by jailbreaks!</em></div>
</div>
<div>
<img src="figures/gpt4_rpo.png" alt="RPO" width="300"/>
<p style="text-align: center;"><em>Fig.2 RPO enforces harmless responses even after jailbreaks</em></p>
<img src="figures/gpt4_rpo.png" alt="RPO" width="300" />
<div><em>Fig.2 RPO enforces harmless responses even after jailbreaks</em></div>
</div>
</div>

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