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<img src="#" alt="RISE Framework Overview" style="width: 100%;">
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<h2 class="subtitle has-text-centered">
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RISE: A two-stage framework for self-supervised reasoning in Vision-Language Models
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<li><strong>Consistency Validation:</strong> Reward function evaluates CoT quality based on reconstruction accuracy</li>
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<h4 class="title is-5">2. RISE-R1: Training VLM for Enhanced CoTs</h4>
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This stage trains the VLM to produce structured "think-answer" outputs:
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<p class="has-text-centered">Figure
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<section class="section">
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<div class="container is-max-desktop">
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<li><strong>Consistency Validation:</strong> Reward function evaluates CoT quality based on reconstruction accuracy</li>
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</ul>
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<div class="content has-text-centered">
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<img src="./static/images/rise-cot.jpg" alt="RISE Framework Diagram" style="width: 80%;">
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<p class="has-text-centered">Figure 1: RISE-CoT framework</p>
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</div>
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<h4 class="title is-5">2. RISE-R1: Training VLM for Enhanced CoTs</h4>
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<p>
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This stage trains the VLM to produce structured "think-answer" outputs:
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<img src="/static/images/Rise-r1.pdf" alt="RISE Framework Diagram" style="width: 80%;">
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<p class="has-text-centered">Figure 2: RISE-R1 framework</p>
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