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    <title>Trajectory-Supervision on Cognaptus</title>
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      <title>Teaching the Query When to Move: Small Models as Retrieval Controllers</title>
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      <description>Trajectory supervision can turn a small language model into a much more disciplined retrieval controller, but the clearest gain appears in evidence handling rather than final-answer accuracy.</description>
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