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      <title>One Trajectory, More Recovery: KG-Reasoner Reworks Multi-Hop Graph Reasoning</title>
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      <description>KG-Reasoner tests whether graph-backed assistants become more reliable when retrieval, reasoning, and error recovery remain inside one persistent trajectory.</description>
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