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baixianghuang committed Oct 13, 2024
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<nav class="navbar">
<ul>
<!-- <li><a href="#home">Home</a></li> -->
<li><a href="#home">Home</a></li>
<li><a href="#home">Top</a></li>
<!-- <li><a href="#contribution">Benchmarks</a></li> -->
<li><a href="#bibtex">BibTex</a></li>
<li><a href="#contact">Contact</a></li>
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<div class="column is-four-fifths">
<div class="content has-text-centered">
<!-- ICLR 2024 -->
<a href="https://llm-editing.github.io/" style="color: #00d1b2;">Releated Work: Can Editing LLMs Inject Harm?</a>
<a href="https://llm-editing.github.io/" style="color: #00d1b2;">Releated Work (Editing Attack): Can Editing LLMs Inject Harm?</a>
<br>

</div>
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<!-- <img src="./static/images/logo_4.png" class="header-image" style="max-width:4cm; height: auto; vertical-align: middle; margin-right: 10px;"> -->
<h1 id="home" class="title is-1 publication-title">
<img src="./static/images/icon.png" alt="logo" width="50" height="50">
<img src="./static/images/icon.png" alt="logo" width="40" height="50">
Can Knowledge Editing Really Correct Hallucinations?
</h1>
<h1 id="Authorship-Attribution-in-the-Era-of-LLMs" class="is-size-5 publication-title has-text-justified">
TLDR: Existing evaluations of knowledge editing often neglect the factual accuracy of LLMs before editing. To address this, HalluEdit offers a comprehensive and faithful benchmark for assessing knowledge editing and other hallucination mitigation methods.
</h1>
<br>
<div class="is-size-5 publication-authors">
<span class="author-block"><a href="https://baixianghuang.github.io/" target="_blank" style="color: #00d1b2;">Baixiang Huang<sup>*1</sup></a>,</span>
<span class="author-block"><a href="https://baixianghuang.github.io/" style="color: #00d1b2;">Baixiang Huang<sup>*1</sup></a>,</span>
<span class="author-block"><a href="https://canyuchen.com" target="_blank" style="color: #00d1b2;">Canyu Chen<sup>*1</sup></a>,</span>
<span class="author-block"><a href="https://xiongxiaoxu.github.io/" target="_blank" style="color: #00d1b2;">Xiongxiao Xu<sup>*1</sup></a>,</span>
<span class="author-block"><a href="https://xiongxiaoxu.github.io/" target="_blank" style="color: #00d1b2;">Xiongxiao Xu<sup>1</sup></a>,</span>
<span class="author-block"><a href="mailto:apayani@cisco.com" target="_blank" style="color: #00d1b2;">Ali Payani<sup>2</sup></a>,</span>
<span class="author-block"><a href="https://www.cs.emory.edu/~kshu5/" target="_blank" style="color: #00d1b2;">Kai Shu<sup>3</sup></a></span>
</div>
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</span>

<span class="link-block">
<a href="https://llm-editing.github.io/hallu-edit" target="_blank" class="external-link button is-outlined is-primary">
<a href="https://github.com/llm-editing/hallu-edit" target="_blank" class="external-link button is-outlined is-primary">
<span class="icon">
<i class="fab fa-github"></i>
</span>
<span>Paper List</span>
<span>Data and Code</span>
</a>
</span>
<br>
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