Automatic evaluation of open-ended questions for online learning. A systematic mapping

IF 2.6 2区 教育学 Q1 EDUCATION & EDUCATIONAL RESEARCH
Emiliano del Gobbo , Alfonso Guarino , Barbara Cafarelli , Luca Grilli , Pierpaolo Limone
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引用次数: 6

Abstract

The assessment of students’ performances in Higher Education is one of the essential components of teaching activities. Open-ended tasks allow a more in-depth assessment of students’ learning levels, but their evaluation and grading are time-consuming and prone to subjective bias. Since the Covid-19 pandemic, most traditional Higher Education courses converted to online courses; automatic grading and feedback tools and methods (AGFTM) have become critical components of online learning systems, especially with regards to short answers and essays assessment. This work frames the recent advancement in AGFTM through a systematic mapping of the research field and a literature review. This analysis gives an overview of the trends, specific goals, methods, quality of proposals, challenges and limitations in this research area. The results indicate that it is a growing research area, with a large set of techniques involved, but still not mature, where practical implementations have yet to come.

在线学习开放式问题的自动评估。系统地图
对学生在高等教育中的表现进行评估是教学活动的重要组成部分之一。开放式任务可以更深入地评估学生的学习水平,但他们的评估和评分耗时且容易产生主观偏见。自新冠肺炎大流行以来,大多数传统高等教育课程改为在线课程;自动评分和反馈工具和方法(AGFTM)已成为在线学习系统的关键组成部分,尤其是在简短答案和论文评估方面。这项工作通过对研究领域的系统映射和文献综述,阐述了AGFTM的最新进展。该分析概述了该研究领域的趋势、具体目标、方法、提案质量、挑战和局限性。结果表明,这是一个不断发展的研究领域,涉及大量技术,但仍不成熟,尚未实现。
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来源期刊
CiteScore
6.90
自引率
6.50%
发文量
90
审稿时长
62 days
期刊介绍: Studies in Educational Evaluation publishes original reports of evaluation studies. Four types of articles are published by the journal: (a) Empirical evaluation studies representing evaluation practice in educational systems around the world; (b) Theoretical reflections and empirical studies related to issues involved in the evaluation of educational programs, educational institutions, educational personnel and student assessment; (c) Articles summarizing the state-of-the-art concerning specific topics in evaluation in general or in a particular country or group of countries; (d) Book reviews and brief abstracts of evaluation studies.
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