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      <title>How Uncertain Is the Grade? A Benchmark of Uncertainty Metrics for LLM-Based Automatic Assessment</title>
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      <description>• Computer Science &amp;gt; Artificial Intelligence [Submitted on 17 Feb 2026] Title:How Uncertain Is the Grade? • A Benchmark of Uncertainty Metrics for LLM-Based Automatic Assessment Vi</description>
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