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Controlling item difficulty for automatic vocabulary question generation

机译:控制项目难度以自动生成词汇问题

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摘要

The present study investigates the best factor for controlling the item difficulty of multiple-choice English vocabulary questions generated by an automatic question generation system. Three factors are considered for controlling item difficulty: (1) reading passage difficulty, (2) semantic similarity between the correct answer and distractors, and (3) the distractor word difficulty level. An experiment was conducted by administering machine-generated items to three groups of English learners. The groups were determined based on their standardised English test scores. In total, 120 items, generated using combinations of the above three factors, were tested. The results reveal that the distractor word difficulty level had the greatest impact on item difficulty, but this tendency changed depending on the proficiency of the test takers. These results will be of use when implementing a fully automatic system for administrating tests.
机译:本研究探讨了控制自动问题生成系统生成的多项选择英语词汇问题的项难度的最佳因素。考虑控制项目难度的三个因素:(1)阅读段落难度,(2)正确答案与干扰词之间的语义相似度,以及(3)干扰词的难度。通过将机器生成的项目管理给三组英语学习者来进行实验。根据他们的标准英语考试成绩确定组。总共测试了使用以上三个因素的组合生成的120个项目。结果表明,干扰词的难度对项目难度的影响最大,但这种趋势随应试者的熟练程度而变化。这些结果将在实施用于管理测试的全自动系统时使用。

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