3 resources

  • Mengxue Zhang, Neil Heffernan, Andrew La...
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    Jun 1st, 2023
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    preprint
    Mengxue Zhang, Neil Heffernan, Andrew La...
    Jun 1st, 2023

    Automated scoring of student responses to open-ended questions, including short-answer questions, has great potential to scale to a large number of responses. Recent approaches for automated scoring rely on supervised learning, i.e., training classifiers or fine-tuning language models on a small number of responses with human-provided score labels. However, since scoring is a subjective process, these human scores are noisy and can be highly variable, depending on the scorer. In this paper,...

  • Mengxue Zhang, Neil Heffernan, Andrew La...
    |
    Jun 1st, 2023
    |
    preprint
    Mengxue Zhang, Neil Heffernan, Andrew La...
    Jun 1st, 2023

    Automated scoring of student responses to open-ended questions, including short-answer questions, has great potential to scale to a large number of responses. Recent approaches for automated scoring rely on supervised learning, i.e., training classifiers or fine-tuning language models on a small number of responses with human-provided score labels. However, since scoring is a subjective process, these human scores are noisy and can be highly variable, depending on the scorer. In this paper,...

  • Hunter McNichols, Wanyong Feng, Jaewook ...
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    Dec 16th, 2023
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    journalArticle
    Hunter McNichols, Wanyong Feng, Jaewook ...
    Dec 16th, 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...

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