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Multiple Choice Questions or MCQs are very important for e-learning. Many MCQ Tools allow us to generate MCQs very easily. However, in most of the cases they are not portable. That means MCQs generated for one system cannot be used for…

Computers and Society · Computer Science 2015-03-19 Kisor Ray , Partha Pratim deb

The role of multiple-choice questions (MCQs) as effective learning tools has been debated in past research. While MCQs are widely used due to their ease in grading, open response questions are increasingly used for instruction, given…

Human-Computer Interaction · Computer Science 2024-12-16 Danielle R. Thomas , Conrad Borchers , Sanjit Kakarla , Jionghao Lin , Shambhavi Bhushan , Boyuan Guo , Erin Gatz , Kenneth R. Koedinger

Multiple choice questions (MCQs) are a popular method for evaluating students' knowledge due to their efficiency in administration and grading. Crafting high-quality math MCQs is a labor-intensive process that requires educators to…

Computation and Language · Computer Science 2024-05-03 Jaewook Lee , Digory Smith , Simon Woodhead , Andrew Lan

Multiple-choice questions (MCQs) are widely used across diverse educational fields and levels. Well-designed MCQs should evaluate knowledge application in real-world situations. However, writing such test items in sufficient numbers is…

Human-Computer Interaction · Computer Science 2026-02-10 Tetiana Krushynska , Jani Ursin , Ville Heilala

This research suggests an add-on to empower Google Forms to be an automatic machine for generating multiple-choice questions (MCQs) used in online assessments. In this paper, we elaborate an add-on design mainly comprising…

Computation and Language · Computer Science 2021-10-29 Pornpat Sirithumgul , Pimpaka Prasertsilp , Lorne Olfman

Machine Reading Comprehension (MRC) for question answering (QA), which aims to answer a question given the relevant context passages, is an important way to test the ability of intelligence systems to understand human language.…

Computation and Language · Computer Science 2019-11-20 Di Jin , Shuyang Gao , Jiun-Yu Kao , Tagyoung Chung , Dilek Hakkani-tur

Online learning platforms provide learning materials and answers to students' academic questions by experts, peers, or systems. This paper explores question-type identification as a step in content understanding for an online learning…

Computation and Language · Computer Science 2022-11-28 Azam Rabiee , Alok Goel , Johnson D'Souza , Saurabh Khanwalkar

Multiple-choice questions (MCQs) are widely used in the evaluation of large language models (LLMs) due to their simplicity and efficiency. However, there are concerns about whether MCQs can truly measure LLM's capabilities, particularly in…

Computation and Language · Computer Science 2024-05-24 Wangyue Li , Liangzhi Li , Tong Xiang , Xiao Liu , Wei Deng , Noa Garcia

Artificial intelligence (AI) is transforming society, making it crucial to prepare the next generation through AI literacy in K-12 education. However, scalable and reliable AI literacy materials and assessment resources are lacking. To…

Human-Computer Interaction · Computer Science 2024-12-03 Jiayi Wang , Ruiwei Xiao , Ying-Jui Tseng

Multiple-choice questions (MCQs) are a widely used educational tool, particularly in domains such as visualization literacy that require broad conceptual coverage and support diverse real-world applications. However, designing high-quality…

Human-Computer Interaction · Computer Science 2026-03-03 Zixin Chen , Yuhang Zeng , Sicheng Song , Yanna Lin , Xian Xu , Huamin Qu , Meng Xia

Generating multiple-choice questions (MCQs) with difficulty estimation remains challenging in automated MCQ-generation systems used in adaptive, AI-assisted education. This study proposes a novel methodology for generating MCQs with…

Computation and Language · Computer Science 2026-04-14 Mehmet Can Şakiroğlu , H. Altay Güvenir , Kamer Kaya

Student-generated multiple-choice questions (MCQs) revised by the instructor were used to design an educational game and to set part of the exam in the framework of an elementary course in Photonics. An anonymous survey among the students…

Physics Education · Physics 2019-01-23 Enrique Abad , Pilar Suárez , Julia Gil

Research-based multiple-choice questions implemented in class with peer instruction have been shown to be an effective tool for improving students' engagement and learning outcomes. Moreover, multiple-choice questions that are carefully…

Physics Education · Physics 2025-02-11 Yangqiuting Li , Chandralekha Singh

The value of multiple choice questions (MCQs) in seeking large-scale, high-stakes, educational assessment is widely established. Students' responses to test items with a multiple-choice question format enable assess the extent of students'…

Physics Education · Physics 2019-06-20 P. K. Joshi , Y. Jain , R. Khunyakari , S. Basu

Students acquire knowledge as they interact with a variety of learning materials, such as video lectures, problems, and discussions. Modeling student knowledge at each point during their learning period and understanding the contribution of…

Human-Computer Interaction · Computer Science 2020-07-02 Siqian Zhao , Chunpai Wang , Shaghayegh Sahebi

In an educational setting, an estimate of the difficulty of multiple-choice questions (MCQs), a commonly used strategy to assess learning progress, constitutes very useful information for both teachers and students. Since human assessment…

Computation and Language · Computer Science 2025-04-21 Leonidas Zotos , Hedderik van Rijn , Malvina Nissim

Research-validated multiple-choice questions comprise an easy-to-implement instructional tool that serves to scaffold student learning and formatively assess students' knowledge. We present findings from the implementation, in consecutive…

Physics Education · Physics 2024-05-30 Peter Hu , Yangqiuting Li , Chandralekha Singh

Quantum mechanics is a challenging subject, even for advanced undergraduate and graduate students. Here, we discuss the development and evaluation of research-based concept tests for peer instruction as a formative assessment tool in…

Physics Education · Physics 2016-02-18 Chandralekha Singh , Guangtian Zhu

Research-validated multiple-choice questions comprise an easy-to-implement instructional tool that serves to scaffold student learning and formatively assess students knowledge. We present findings from the implementation, in consecutive…

Physics Education · Physics 2024-02-29 Peter Hu , Yangqiuting Li , Chandralekha Singh

This study has proposed an E-textbook platform, MetaCQ, which integrates ITS and OLM to enable users to monitor their study progress. The platform adopts a chatbot to generate MCQs and manage learners' study data and their learning model.…

Human-Computer Interaction · Computer Science 2025-12-02 Beier Wang , Xueting Huang
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