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    <title>Automated Essay Scoring on Cognaptus</title>
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      <title>Different Rubrics, Nearly the Same Scoring Lever</title>
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      <description>A mechanistic audit of 25 language models shows why distinguishable scoring criteria may still lack independent control over an AI evaluator&amp;#39;s decisions.</description>
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