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Adaptive learning systems can produce substantial learning gains, yet many students engage for too brief or too superficial a period to benefit. A central obstacle is measuring effort. Effort during multi-step problem solving is rarely…

Computers and Society · Computer Science 2026-05-12 Conrad Borchers , Lijin Zhang , Kexin Yang , Tomohiro Nagashima , Benjamin W. Domingue

LLMs have demonstrated impressive zero-shot performance on NLP tasks thanks to the knowledge they acquired in their training. In multiple-choice QA tasks, the LM probabilities are used as an imperfect measure of the plausibility of each…

Computation and Language · Computer Science 2023-11-06 Wenkai Chen , Sahithya Ravi , Vered Shwartz

In this research study, we empirically investigate the effect of sampling temperature on the performance of Large Language Models (LLMs) on various problem-solving tasks. We created a multiple-choice question-and-answer (MCQA) exam by…

Computation and Language · Computer Science 2025-03-17 Matthew Renze , Erhan Guven

Grades provide students with their primary performance feedback: signals which affect academic choices. Variations in grading practice among courses impose grade penalties (and bonuses) on students who take them. These grade penalties are…

Physics Education · Physics 2016-08-29 Benjamin P. Koester , Galina Grom , Timothy A. McKay

Creating equitable performance outcomes among students is a focus of many instructors and researchers. One focus of this effort is examining disparities in physics student performance across genders, which is a well-established problem.…

Physics Education · Physics 2017-12-31 Ben Van Dusen , Jayson M. Nissen

We describe a retrospective study of the responses to the Brief Electricity and Magnetism Assessment (BEMA) collected from a large population of 3480 students at a large public university. Two different online testing setups were employed…

Physics Education · Physics 2019-08-27 Emanuela Ene , Robert C. Webb

Educational assessments are valuable tools for measuring student knowledge and skills, but their validity can be compromised when test takers exhibit changes in response behavior due to factors such as time pressure. To address this issue,…

Methodology · Statistics 2025-05-06 Gabriel Wallin , Yunxiao Chen , Yi-Hsuan Lee , Xiaoou Li

The wording of natural language prompts has been shown to influence the performance of large language models (LLMs), yet the role of politeness and tone remains underexplored. In this study, we investigate how varying levels of prompt…

Computation and Language · Computer Science 2025-10-07 Om Dobariya , Akhil Kumar

Automated scoring of student responses to open-ended questions, including short-answer questions, has great potential to scale to a large number of responses. Recent approaches for automated scoring rely on supervised learning, i.e.,…

Computation and Language · Computer Science 2023-06-02 Mengxue Zhang , Neil Heffernan , Andrew Lan

This paper shows that the timing of monetary transfers to low-income families affects students' cognitive performance on high-stakes standardized tests. We combine administrative records from the world's largest conditional cash transfer…

General Economics · Economics 2025-07-30 Axel Eizmendi Larrinaga , Germán Reyes

Difficulty adjustment in practice exercises has been shown to be beneficial for learning. However, previous research has mostly investigated close-ended tasks, which do not offer the students multiple ways to reach a valid solution.…

Human-Computer Interaction · Computer Science 2024-04-03 Anan Schütt , Tobias Huber , Jauwairia Nasir , Cristina Conati , Elisabeth André

Responsiveness in large language model (LLM) applications is widely assumed to be critical, yet the impact of latency on user behavior and perception of output quality has not been systematically explored. We report a controlled experiment…

Human-Computer Interaction · Computer Science 2026-04-09 Felicia Fang-Yi Tan , Moritz A. Messerschmidt , Wen Yin , Oded Nov

There is growing interest in the introduction of Einsteinian concepts of space, time, light and gravity across the entire school curriculum. We have developed intervention programs and measured their effectiveness in terms of student…

When discriminating dynamic noisy sensory signals, human and primate subjects achieve higher accuracy when they take more time to decide, an effect attributed to accumulation of evidence over time to overcome neural noise. We measured the…

Neurons and Cognition · Quantitative Biology 2015-06-05 Pamela Reinagel , Robert E Clark

Despite the precision and adaptiveness of generative AI (GAI)-powered feedback provided to students, existing practice and literature might ignore how usage patterns impact student learning. This study examines the heterogeneous effects of…

Computers and Society · Computer Science 2025-05-16 Xusheng Dai , Zhaochun Wen , Jianxiao Jiang , Huiqin Liu , Yu Zhang

Active learning strategies have been widely recognised for their effectiveness in tertiary education, yet their implementation at scale, particularly in large first-year mathematics courses, presents considerable challenges. A common method…

History and Overview · Mathematics 2025-04-30 Raymond Vozzo , Stuart Johnson , Jonathan Tuke , Tanya Evans

We discuss the development of a research-based conceptual multiple-choice survey related to magnetism. We also discuss the use of the survey to investigate gender differences in students' difficulties with concepts related to magnetism. We…

Physics Education · Physics 2016-02-17 Jing Li , Chandralekha Singh

This paper suggests a generalized distribution of response times to new information $\sim t^{-b}$ for human populations in the absence of deadlines. This has important implications for psychological and social studies as well the study of…

Physics and Society · Physics 2009-11-11 Anders Johansen

Large language models (LLMs) often exhibit strong biases, e.g, against women or in favor of the number 7. We investigate whether LLMs would be able to output less biased answers when allowed to observe their prior answers to the same…

Machine Learning · Computer Science 2025-05-27 An Vo , Mohammad Reza Taesiri , Daeyoung Kim , Anh Totti Nguyen

There has been an increasing trend of females performing better than males academically across the mathematical engineering courses. To confirm this assumption, final marks of two independent samples of students from Calculus courses across…

History and Overview · Mathematics 2023-07-18 Luai Al Labadi , Hishyar Khalil , Nida Siddiqui