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4 resources

  • Kevin P. Yancey, Geoffrey Laflair, Antho...
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    Oct 29th, 2023
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    conferencePaper
    Kevin P. Yancey, Geoffrey Laflair, Antho...
    Oct 29th, 2023

    Essay scoring is a critical task used to evaluate second-language (L2) writing proficiency on high-stakes language assessments. While automated scoring approaches are mature and have been around for decades, human scoring is still considered the gold standard, despite its high costs and well-known issues such as human rater fatigue and bias. The recent introduction of large language models (LLMs) brings new opportunities for automated scoring. In this paper, we evaluate how well GPT-3.5 and...

  • Jill Burstein, Geoffrey T. LaFlair, Kevi...
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    Aug 28th, 2024
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    preprint
    Jill Burstein, Geoffrey T. LaFlair, Kevi...
    Aug 28th, 2024

    Artificial intelligence (AI) creates opportunities for assessments, such as efficiencies for item generation and scoring of spoken and written responses. At the same time, it poses risks (such as bias in AI-generated item content). Responsible AI (RAI) practices aim to mitigate risks associated with AI. This chapter addresses the critical role of RAI practices in achieving test quality (appropriateness of test score inferences), and test equity (fairness to all test takers). To illustrate,...

  • Yigal Attali, Andrew Runge, Geoffrey T. ...
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    Jul 22nd, 2022
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    journalArticle
    Yigal Attali, Andrew Runge, Geoffrey T. ...
    Jul 22nd, 2022

    Automatic item generation (AIG) has the potential to greatly expand the number of items for educational assessments, while simultaneously allowing for a more construct-driven approach to item development. However, the traditional item modeling approach in AIG is limited in scope to content areas that are relatively easy to model (such as math problems), and depends on highly skilled content experts to create each model. In this paper we describe the interactive reading task, a...

  • Yigal Attali, Andrew Runge, Geoffrey T. ...
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    Jul 22nd, 2022
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    journalArticle
    Yigal Attali, Andrew Runge, Geoffrey T. ...
    Jul 22nd, 2022

    Automatic item generation (AIG) has the potential to greatly expand the number of items for educational assessments, while simultaneously allowing for a more construct-driven approach to item development. However, the traditional item modeling approach in AIG is limited in scope to content areas that are relatively easy to model (such as math problems), and depends on highly skilled content experts to create each model. In this paper we describe the interactive reading task, a...

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