pres_security_benchmarking_llm/pages/risks-and-vulnerabilities.md
2025-07-12 17:25:18 +02:00

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# LLM Risks & Vulnerabilities
<div class="risks-table-container container-slide-up">
<table class="llm-risks-table stagger-container">
<thead>
<tr>
<th>LLM Risk</th>
<th>Vulnerabilities</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><span class="highlight-word">Responsible AI</span> Risks</td>
<td>Bias, <span class="highlight-word">Toxicity</span></td>
<td>Ensuring ethical model behavior by preventing <span class="highlight-word">discriminatory outputs</span> and offensive content generation that could harm users or specific demographic groups</td>
</tr>
<tr>
<td><span class="highlight-word">Illegal Activities</span> Risks</td>
<td>IllegalActivity, <span class="highlight-word">GraphicContent</span></td>
<td>Preventing content that violates laws, promotes <span class="highlight-word">criminal behavior</span>, or generates instructions for harmful activities that could endanger public safety</td>
</tr>
<tr>
<td><span class="highlight-word">Brand Image</span> Risks</td>
<td>ExcessiveAgency, <span class="highlight-word">Robustness</span></td>
<td>Protecting organizational reputation by avoiding <span class="highlight-word">misinformation</span>, misattribution, and content that contradicts company values</td>
</tr>
<tr>
<td><span class="highlight-word">Data Privacy</span> Risks</td>
<td>PIILeakage, <span class="highlight-word">PromptLeakage</span></td>
<td>Safeguarding <span class="highlight-word">sensitive information</span> by preventing the exposure of personal identifiable information and confidential data</td>
</tr>
<tr>
<td><span class="highlight-word">Unauthorized Access</span> Risks</td>
<td>UnauthorizedAccess</td>
<td>Securing systems by preventing exploitation of LLMs to gain <span class="highlight-word">unauthorized system access</span> or execute malicious commands</td>
</tr>
</tbody>
</table>
</div>
<style>
.risks-table-container {
height: auto;
max-height: 500px;
overflow: visible;
}
.llm-risks-table td {
padding: 0.7rem 1rem;
line-height: 1.4;
}
.highlight-word {
background: linear-gradient(90deg, var(--highlight), var(--primary-color));
background-clip: text;
-webkit-background-clip: text;
color: transparent;
background-size: 200% auto;
animation: gentle-shimmer 4s linear infinite;
font-weight: 600;
}
@keyframes gentle-shimmer {
0% { background-position: 0% 50%; }
100% { background-position: 200% 50%; }
}
</style>