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    <title>Evaluation on lgcode</title>
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      <title>The Validation Split That Flattered Every Number</title>
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      <description>94% of my validation set was in training under a different filename. Fixing it dropped the numbers, the field benchmark said the leaked model was still better — and the field benchmark was broken too.</description>
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