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It is astonishing how rapidly general-purpose AI has crossed familiar thresholds in introductory physics. Comparing outputs from successive models, GPT-5 Thinking moves far beyond the plug-and-chug tendencies seen earlier: on a classic…

Physics Education · Physics 2026-01-05 Gerd Kortemeyer

The use of Data Retrieval Tests (DRTs), as an alternative to physics laboratory notebook marking, is discussed. The implementation of a Moodle-based, on-line DRT for 1st year physics students is described. The advantages of using such a…

Physics Education · Physics 2019-05-31 Paul Andrew Bartlett

Drawing appropriate diagrams is a useful problem solving heuristic that can transform a given problem into a representation that is easier to exploit for solving it. A major focus while helping introductory physics students learn problem…

Physics Education · Physics 2016-01-19 Alex Maries , Chandralekha Singh

High-stakes exams play a large role in determining an introductory physics student's final grade. These exams have been shown to be inequitable, often to the detriment of students identifying with groups historically marginalized in…

Physics Education · Physics 2025-08-14 Nicholas T. Young , Mark Mills , Rebecca L. Matz , Eric F. Bell , Caitlin Hayward

Although deep neural networks have achieved super-human performance on many classification tasks, they often exhibit a worrying lack of robustness towards adversarially generated examples. Thus, considerable effort has been invested into…

Machine Learning · Computer Science 2024-10-01 Leon Bungert , Nicolás García Trillos , Matt Jacobs , Daniel McKenzie , Đorđe Nikolić , Qingsong Wang

In an era where learning is considered a problem, we decided to go for problems for the sake of learning! The purpose of this study was to throw light on the issues involved in two forms of PBL viz., Case Study Based PBL and Research Based…

Computers and Society · Computer Science 2014-10-20 S. M. Jacob , B. Issac

Qubit Touchdown is a two-player, competitive board game that was developed to introduce students to quantum computing. A quantum computer is a new kind of computer that is based on the laws of quantum physics, and it can solve certain…

Physics Education · Physics 2025-06-17 Kristina Armbruster , Gintaras Duda , Thomas G. Wong

Peer-assessment experiments were conducted among first and second year students at the University of Trento. The experiments spanned an entire semester and were conducted in five computer science courses between 2013 and 2016.…

Computers and Society · Computer Science 2020-01-01 Michael Mogessie Ashenafi

Students taking introductory physics are rarely exposed to computational modeling. In a one-semester large lecture introductory calculus-based mechanics course at Georgia Tech, students learned to solve physics problems using the VPython…

Physics Education · Physics 2011-12-22 Marcos D. Caballero , Matthew A. Kohlmyer , Michael F. Schatz

Despite the prevalence of physics education research literature related to problem solving, recent studies have illustrated that opportunities for ``authentic'' problem solving -- conceptualized as making decisions with limited information…

Physics Education · Physics 2025-08-14 Michael E. Robbins , Guillaume M. Laurent , Eric W. Burkholder

Students taking introductory physics are rarely exposed to computational modeling. In a one-semester large lecture introductory calculus-based mechanics course at Georgia Tech, students learned to solve physics problems using the VPython…

Physics Education · Physics 2015-05-28 Marcos D. Caballero , Matthew A. Kohlmyer , Michael F. Schatz

An appropriate diagram is a required element of a solution building process in physics problem solving and it can transform a given problem into a representation that is easier to exploit for solving the problem. A major focus while helping…

Physics Education · Physics 2020-07-02 Alexandru Maries , Chandralekha Singh

The use of new technologies in higher education has surprisingly emphasized students' tendency to adopt a passive behavior in class. Participation and interaction of students are essential to improve academic results. This paper describes…

Six specific modes of reasoning about ratio and proportion have been delineated as a means of operationalizing expert practice. These modes stem from consideration of how physicists reason in context, are informed by prior work in physics…

Physics Education · Physics 2015-12-01 Andrew Boudreaux , Stephen Kanim , Suzanne Brahmia

When deploying online homework in physics courses, an important consideration is how many attempts should be allowed in order to solve numerical free-response problems. While on the one hand, the maximum number of attempts should be large…

Physics Education · Physics 2014-07-10 Gerd Kortemeyer

Robots are a popular platform for introducing computing and artificial intelligence to novice programmers. However, programming state-of-the-art robots is very challenging, and requires knowledge of concurrency, operation safety, and…

Computers and Society · Computer Science 2019-11-25 Joseph Spitzer , Joydeep Biswas , Arjun Guha

The latest AI language modules can produce original, high quality full short-form ($300$-word) Physics essays within seconds. These technologies such as ChatGPT and davinci-003 are freely available to anyone with an internet connection. In…

Physics Education · Physics 2023-04-19 Will Yeadon , Oto-Obong Inyang , Arin Mizouri , Alex Peach , Craig Testrow

LLMs have demonstrated remarkable capability for understanding semantics, but they often struggle with understanding pragmatics. To demonstrate this fact, we release a Pragmatics Understanding Benchmark (PUB) dataset consisting of fourteen…

Computation and Language · Computer Science 2024-01-17 Settaluri Lakshmi Sravanthi , Meet Doshi , Tankala Pavan Kalyan , Rudra Murthy , Pushpak Bhattacharyya , Raj Dabre

Personalized question recommendation aims to guide individual students through questions to enhance their mastery of learning targets. Most previous methods model this task as a Markov Decision Process and use reinforcement learning to…

Artificial Intelligence · Computer Science 2025-08-01 Haipeng Liu , Yuxuan Liu , Ting Long

Most students struggle when faced with complex and ill-structured tasks because the strategies taught in schools and universities simply require finding and applying the correct formulae or strategy to answer well-structured, algorithmic…

Physics Education · Physics 2008-09-08 C. A. Ogilvie