Using OpenAI GPT to Generate Reading Comprehension Items

Author:

Sayin Ayfer1ORCID,Gierl Mark2

Affiliation:

1. Education Science, Gazi Education of Faculty Gazi University Ankara 06500 Turkey

2. University of Alberta, Faculty of Education, Educational Psychology Department

Abstract

AbstractThe purpose of this study is to introduce and evaluate a method for generating reading comprehension items using template‐based automatic item generation. To begin, we describe a new model for generating reading comprehension items called the text analysis cognitive model assessing inferential skills across different reading passages. Next, the text analysis cognitive model is used to generate reading comprehension items where examinees are required to read a passage and identify the irrelevant sentence. The sentences for the generated passages were created using OpenAI GPT‐3.5. Finally, the quality of the generated items was evaluated. The generated items were reviewed by three subject‐matter experts. The generated items were also administered to a sample of 1,607 Grade‐8 students. The correct options for the generated items produced a similar level of difficulty and yielded strong discrimination power while the incorrect options served as effective distractors. Implications of augmented intelligence for item development are discussed.

Publisher

Wiley

Subject

Education

Reference58 articles.

1. The interactive reading task: Transformer-based automatic item generation

2. Automated reading passage generation with OpenAI's large language model

3. Language models are few‐shot learners;Brown T.;Advances in Neural Information Processing Systems,2020

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