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    <title>Inference-Time Sampling on Cognaptus</title>
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      <title>More Shots, More Coverage? Measure the Set, Not the Sample</title>
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      <description>Validated Task Coverage shows why the best single LLM response, or the most visibly diverse generator, may not produce the best finite set of useful candidates.</description>
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