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Assessment of learning in higher education is a critical concern to policy makers, educators, parents, and students. And, doing so appropriately is likely to require including constructed response tests in the assessment system. We examined…

Applications · Statistics 2008-12-18 Stephen P. Klein

Multiple choice exams are widely used to assess candidates across a diverse range of domains and tasks. To moderate question quality, newly proposed questions often pass through pre-test evaluation stages before being deployed into…

Computation and Language · Computer Science 2023-10-17 Adian Liusie , Vatsal Raina , Andrew Mullooly , Kate Knill , Mark J. F. Gales

Evaluating multiple-choice questions (MCQs) involves either labor intensive human assessments or automated methods that prioritize readability, often overlooking deeper question design flaws. To address this issue, we introduce the Scalable…

Artificial Intelligence · Computer Science 2024-06-03 Steven Moore , Eamon Costello , Huy A. Nguyen , John Stamper

The use of validated conceptual assessments alongside more standard course exams has become standard practice for the introductory courses in many physics departments. These assessments provide a more standard measure of certain learning…

Multiple-choice questions (MCQs) are commonly used across all levels of math education since they can be deployed and graded at a large scale. A critical component of MCQs is the distractors, i.e., incorrect answers crafted to reflect…

Computers and Society · Computer Science 2024-05-15 Alexander Scarlatos , Wanyong Feng , Digory Smith , Simon Woodhead , Andrew Lan

This paper presents a novel approach to automatic generation of adequate distractors for a given question-answer pair (QAP) generated from a given article to form an adequate multiple-choice question (MCQ). Our method is a combination of…

Computation and Language · Computer Science 2020-10-27 Cheng Zhang , Yicheng Sun , Hejia Chen , Jie Wang

Multiple-choice questions (MCQs) are ubiquitous in almost all levels of education since they are easy to administer, grade, and are a reliable format in assessments and practices. One of the most important aspects of MCQs is the…

Computation and Language · Computer Science 2024-04-19 Wanyong Feng , Jaewook Lee , Hunter McNichols , Alexander Scarlatos , Digory Smith , Simon Woodhead , Nancy Otero Ornelas , Andrew Lan

Effective teaching relies on knowing what students know-or think they know. Revealing student thinking is challenging. Often used because of their ease of grading, even the best multiple choice (MC) tests, those using research based…

Computers and Society · Computer Science 2024-06-12 Michael Klymkowsky , Melanie M. Cooper

Standardized conceptual assessment represents a widely-used tool for educational researchers interested in student learning within the standard undergraduate physics curriculum. For example, these assessments are often used to measure…

Physics Education · Physics 2015-11-09 Bethany R. Wilcox , Steven J. Pollock

Cross-platform verification, a critical undertaking in the realm of early-stage quantum computing, endeavors to characterize the similarity of two imperfect quantum devices executing identical algorithms, utilizing minimal measurements.…

Quantum Physics · Physics 2023-11-08 Yang Qian , Yuxuan Du , Zhenliang He , Min-hsiu Hsieh , Dacheng Tao

We discuss a study to evaluate the extent to which free-response questions can be approximated by multiple-choice equivalents. Two carefully designed research-based multiple-choice questions were transformed into a free-response format and…

Physics Education · Physics 2016-09-02 Shih-Yin Lin , Chandralekha Singh

Multiple choice questions (MCQs) are widely used in digital learning systems, as they allow for automating the assessment process. However, due to the increased digital literacy of students and the advent of social media platforms, MCQ…

Computation and Language · Computer Science 2022-12-14 Semere Kiros Bitew , Amir Hadifar , Lucas Sterckx , Johannes Deleu , Chris Develder , Thomas Demeester

Multiple Choice Questions or MCQs are very important for e-learning. Generally, MCQs are used as a tool for the assessment of student performance at the end of their learning sessions. Can MCQs become an important tool in the process of…

Computers and Society · Computer Science 2015-03-18 Kisor Ray , Saumen Sarkar

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

Due to the rapid advancements in multimodal large language models, evaluating their multimodal mathematical capabilities continues to receive wide attention. Despite the datasets like MathVista proposed benchmarks for assessing mathematical…

Computation and Language · Computer Science 2024-07-18 Zhong-Zhi Li , Ming-Liang Zhang , Fei Yin , Zhi-Long Ji , Jin-Feng Bai , Zhen-Ru Pan , Fan-Hu Zeng , Jian Xu , Jia-Xin Zhang , Cheng-Lin Liu

Question answering (QA) tasks have been extensively studied in the field of natural language processing (NLP). Answers to open-ended questions are highly diverse and difficult to quantify, and cannot be simply evaluated as correct or…

Computation and Language · Computer Science 2024-10-03 Xiaotian Lu , Jiyi Li , Koh Takeuchi , Hisashi Kashima

This paper introduces MIX, a multi-task deep learning approach to solve open-ended question-answering. First, we design our system as a multi-stage pipeline of 3 building blocks: a BM25-based Retriever to reduce the search space, a…

Computation and Language · Computer Science 2025-03-14 Sofian Chaybouti , Achraf Saghe , Aymen Shabou

As part of an ongoing project to investigate student learning in upper-division electrodynamics (E&M II), the PER research group at the University of Colorado Boulder has developed a tool to assess student conceptual understanding: the…

Physics Education · Physics 2014-08-11 Qing X. Ryan , Cecilia Astolfi , Charles Baily , Steven J. Pollock

The use of question-based activities (QBAs) is wide-spread in education, traditionally forming an integral part of the learning and assessment process. In this paper, we design and evaluate an automated question generation tool for…

Computation and Language · Computer Science 2023-09-27 Ayan Kumar Bhowmick , Ashish Jagmohan , Aditya Vempaty , Prasenjit Dey , Leigh Hall , Jeremy Hartman , Ravi Kokku , Hema Maheshwari

We discuss a study to evaluate the extent to which free-response questions could be approximated by multiple-choice equivalents. Two carefully designed research-based multiple-choice questions were transformed into a free-response format…

Physics Education · Physics 2016-09-02 Shih-Yin Lin , Chandralekha Singh