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Runal Rezkiawan

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Review Open access Aug 2026

Human-in-the-Loop LLM Assessment for Programming Education: Design and Empirical Validation

The system attained a System Usability Scale (SUS) score of 88.5 and cut grading time by 87.5 percent, facilitating focused instructor review in LLM-supported programming assessments, facilitating focused instructor review in LLM-supported programming assessments.

A. Ibrahim, Runal Rezkiawan · 0 citations

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