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<!-- 重新來過好了, 我的架構會變成:
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Overview
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簡短的話大概介紹main contribution
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Preliminary (2 columns)
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Col1: VisRAG
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[三四行介紹+R
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top-kretrieved doc images
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= Rq, Er(V) , Y= Gq, Eg(R), (1)]
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Col2: Causal Formulation of Degradation in VisRAG
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[三四行介紹+定義non-causal path D→X →Z →A
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while preserving the causal route S→X→Z→A]
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接著下面銜接主要contribution (2*2)
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Row1-col1: Non-Causal Path.
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Row2-col1: Non-Causal Distortion Modeling
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Row1-col2: Causal Path
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Row2-col2: Causal Semantic Alignment
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我希望每個都盡量精簡, 請從論文幫我整理要放上網頁的文字和公式 -->
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<section class="section">
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<div class="container is-max-desktop">
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</div>
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</section>
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<section class="section">
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<div class="container is-max-desktop">
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<div class="content has-text-justified">
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<h2 class="title is-3 has-text-centered">Distortion-VisRAG Dataset</h2>
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<div class="has-text-centered">
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<img style="width: 100%;" src="./robustvisrag_files/DVisRAG.png"
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alt="Samples of DVisRAG."/>
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<div class="content has-text-justified">
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<p>
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Distortion-VisRAG (DVisRAG) extends VisRAG with large-scale synthetic and real-world degradations
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to systematically evaluate robustness in vision-based RAG systems.
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The benchmark contains 367,608 Q–D pairs across seven document domains,
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including 12 synthetic distortion types (five severity levels) and 5 real-world recapture conditions.
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</p>
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</div>
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</div>
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</div>
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</div>
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<script type="text/javascript" src="./static/slick/slick.min.js"></script>
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</body>
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</html>

robustvisrag_files/DVisRAG.png

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