Confidence-Aware Automated Assessment of Student-Drawn Scientific Models

arxiv_llm_reliability · Jun 18, 2026 · paper

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Confidence-Aware Automated Assessment of Student-Drawn Scientific Models

arxiv.orgJun 18, 2026
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In brief

Student-generated drawings are widely used in science education to assess learners' conceptual understanding in modeling-based tasks aligned with the Next Generation Science Standards (NGSS). However, scoring such dra...

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Confidence-Aware Automated Assessment of Student-Drawn Scientific Models

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