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    <title>Retrieval Governance on Cognaptus</title>
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      <title>Search When It Hurts: How UR² Teaches Models to Retrieve Only When Needed</title>
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      <description>UR² shows that better RAG is not about retrieving more, but about training smaller models to search selectively, compress evidence, and preserve reasoning.</description>
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