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    <title>Prefix-Steering on Cognaptus</title>
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      <title>Store the Video Once, Steer the Prompt Later</title>
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      <description>PReM shows how a frozen vision-language model can retain long-video evidence in a small reusable external state without adding memory tokens to the prompt.</description>
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