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The effect of large language models (LLMs) in education is debated: Previous research shows that LLMs can help as well as hurt learning. In two pre-registered and incentivized laboratory experiments, we find no effect of LLMs on overall…

Computers and Society · Computer Science 2025-03-11 Matthias Lehmann , Philipp B. Cornelius , Fabian J. Sting

Student use of Generative AI (GenAI) products in completing their classwork, with or without their professors' knowledge and/or approval, has resulted in substantial shifts in higher education. While GenAI use is widespread, its impact on…

Computers and Society · Computer Science 2026-05-19 Amanda Potasznik , Daniel Haehn

Large language models (LLMs) are becoming increasingly embedded in students' learning practices, yet much of what is known about how students use LLMs and how this usage impacts learning comes from problem-solving domains or constrained…

Human-Computer Interaction · Computer Science 2026-05-07 Minju Park , Ivan Orozco Vasquez , Cristina Conati

The modeling theory of instruction is widely applied and highly successful in high-school instruction, and seldom in university physics. One reason is lack of familiarity with models in the physics classroom. Ongoing curriculum development…

Physics Education · Physics 2007-05-23 Eric Brewe

Personalized chatbot-based teaching assistants can be crucial in addressing increasing classroom sizes, especially where direct teacher presence is limited. Large language models (LLMs) offer a promising avenue, with increasing research…

Human-Computer Interaction · Computer Science 2024-08-21 Harsh Kumar , Ilya Musabirov , Mohi Reza , Jiakai Shi , Xinyuan Wang , Joseph Jay Williams , Anastasia Kuzminykh , Michael Liut

Interleaved practice enhances the memory and problem-solving ability of students in undergraduate courses. We introduce a personalized learning tool built on a Large Language Model (LLM) that can provide immediate and personalized attention…

Physics Education · Physics 2024-07-02 Yufan Zhu , Zi-Yu Khoo , Jonathan Sze Choong Low , Stephane Bressan

Large language models (LLMs) are increasingly positioned as solutions for education, yet evaluations often reduce their impact to narrow performance metrics. This paper reframes the question by asking "what kind of impact should LLMs have…

Computers and Society · Computer Science 2025-10-01 Jiayu Huang , Ruoxin Ritter Wang , Jen-Hao Liu , Boming Xia , Yue Huang , Ruoxi Sun , Jason Minhui Xue , Jinan Zou

The capability of large language models (LLMs) to generate, debug, and explain code has sparked the interest of researchers and educators in undergraduate programming, with many anticipating their transformative potential in programming…

Human-Computer Interaction · Computer Science 2024-06-11 Aadarsh Padiyath , Xinying Hou , Amy Pang , Diego Viramontes Vargas , Xingjian Gu , Tamara Nelson-Fromm , Zihan Wu , Mark Guzdial , Barbara Ericson

The aim of this paper is to present the technique (and its linkage with physics) of overcoming problems connected to modeling social structures, which are typically hierarchical. Hierarchical Linear Models provide a conceptual and…

Physics and Society · Physics 2007-05-23 Magdalena Jelonek

The influence of Artificial Intelligence (AI), and specifically Large Language Models (LLM), on education is continuously increasing. These models are frequently used by students, giving rise to the question whether current forms of…

Human-Computer Interaction · Computer Science 2025-07-02 Patrick Stokkink

Introductory algebra-based physics courses frequently feature multiple student major populations in the same course section, however, different majors' requirements may impact students' motivations towards different aspects of the course…

Physics Education · Physics 2016-02-25 Andrew Mason

Generative AI (GenAI) models have broad implications for education in general, impacting the foundations of what we teach and how we assess. This is especially true in computing, where LLMs tuned for coding have demonstrated shockingly good…

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

Most STEM students experience the introductory physics sequence in large-enrollment (N $\gtrsim$ 100 students) classrooms, led by one lecturer and supported by a few teaching assistants. This work describes methods and principles we used to…

Physics Education · Physics 2018-07-12 Chad T. Kishimoto , Michael G. Anderson , Joe P. Salamon

Hierarchical latent class (HLC) models are tree-structured Bayesian networks where leaf nodes are observed while internal nodes are latent. There are no theoretically well justified model selection criteria for HLC models in particular and…

Artificial Intelligence · Computer Science 2011-07-04 T. Kocka , N. L. Zhang

This study investigates differences in student participation rates between in-class and online administrations of research-based assessments. A sample of 1,310 students from 25 sections of 3 different introductory physics courses over two…

Physics Education · Physics 2017-11-17 Manher Jariwala , Jayson Nissen , Xochith Herrera , Eleanor W. Close , Ben Van Dusen

Having a sufficient quantity of quality data is a critical enabler of training effective machine learning models. Being able to effectively determine the adequacy of a dataset prior to training and evaluating a model's performance would be…

Machine Learning · Computer Science 2026-04-28 Arya Hatamian , Lionel Levine , Haniyeh Ehsani Oskouie , Majid Sarrafzadeh

This study uses double/debiased machine learning (DML) to evaluate the impact of transitioning from lecture-based blended teaching to a flipped classroom concept. Our findings indicate effects on students' self-conception, procrastination,…

General Economics · Economics 2025-10-29 Daniel Czarnowske , Florian Heiss , Theresa M. A. Schmitz , Amrei Stammann

A central goal of the Learning Assistant (LA) model is to improve students' learning of science through the transformation of instructor practices. There is minimal existing research on the impact of college physics instructor experiences…

Physics Education · Physics 2017-11-17 Daniel Caravez , Angelica De La Torre , Jayson Nissen , Ben Van Dusen

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
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