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  • Jaewook Lee, Digory Smith, Simon Woodhea...
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    May 1st, 2024
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    preprint
    Jaewook Lee, Digory Smith, Simon Woodhea...
    May 1st, 2024

    Multiple choice questions (MCQs) are a popular method for evaluating students’ knowledge due to their efficiency in administration and grading. Crafting high-quality math MCQs is a labor-intensive process that requires educators to formulate precise stems and plausible distractors. Recent advances in large language models (LLMs) have sparked interest in automating MCQ creation, but challenges persist in ensuring mathematical accuracy and addressing student errors. This paper introduces a...

  • Hunter McNichols, Wanyong Feng, Jaewook ...
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    Dec 14th, 2023
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    journalArticle
    Hunter McNichols, Wanyong Feng, Jaewook ...
    Dec 14th, 2023

    Multiple-choice questions (MCQs) are ubiquitous in almost all levels of education since they are easy to administer, grade, and are a reliable format in both assessments and practices. An important aspect of MCQs is the distractors, i.e., incorrect options that are designed to target specific misconceptions or insufficient knowledge among students. To date, the task of crafting high-quality distractors has largely remained a labor-intensive process for teachers and learning content...

  • Hunter McNichols, Wanyong Feng, Jaewook ...
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    Jan 11th, 2024
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    preprint
    Hunter McNichols, Wanyong Feng, Jaewook ...
    Jan 11th, 2024

    Multiple-choice questions (MCQs) are ubiquitous in almost all levels of education since they are easy to administer, grade, and are a reliable form of assessment. An important aspect of MCQs is the distractors, i.e., incorrect options that are designed to target specific misconceptions or insufficient knowledge among students. To date, the task of crafting high-quality distractors has largely remained a labor-intensive process for teachers and learning content designers, which has limited...

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