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    <title>Reasoning-Verification on Cognaptus</title>
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      <title>The Graph Isn’t the Verifier: What LCoT-GV Actually Learns From Long Reasoning Chains</title>
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      <description>LCoT-GV shows that graph-based reasoning verification depends far more on semantic step content than on structural metadata alone—and that verifier performance remains sharply domain-dependent.</description>
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