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Related papers: The Boiling-Frog Problem of Physics Education

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This study explores the classroom implementation of an AI-powered grading platform in K-12 settings through a co-design pilot with 19 teachers. We combine platform usage logs, surveys, and qualitative interviews to examine how teachers use…

Human-Computer Interaction · Computer Science 2025-11-06 Zewei Tian , Alex Liu , Lief Esbenshade , Shawon Sarkar , Zachary Zhang , Kevin He , Min Sun

This work explores the integration of AI custom chatbots in educational settings, with a particular focus on their applicability in the context of mathematics and physics. In view of the increasing deployment of AI tools such as ChatGPT in…

Physics Education · Physics 2024-12-23 Julia Lademann , Jannik Henze , Sebastian Becker-Genschow

In the era of exponential technology growth, one unexpected guest has claimed a seat in classrooms worldwide, Artificial Intelligence. Generative AI, such as ChatGPT, promises a revolution in education, yet it arrives with a double-edged…

Computers and Society · Computer Science 2024-05-20 Harris Bin Munawar , Nikolaos Misirlis

This study investigates the impact of a novel application of generative artificial intelligence (AI) in physics instruction: engaging students in prompting, refining, and validating AI-constructed simulations of physical phenomena. In a…

Physics Education · Physics 2025-09-30 Yossi Ben-Zion , Turhan K. Carroll , Colin G. West , Jesse Wong , Noah D. Finkelstein

We present an empirical study of how both experienced tutors and non-tutors judge the correctness of tutor praise responses under different Artificial Intelligence (AI)-assisted interfaces, types of explanation (textual explanations vs.…

Human-Computer Interaction · Computer Science 2026-01-06 Eason Chen , Jeffrey Li , Scarlett Huang , Xinyi Tang , Jionghao Lin , Paulo Carvalho , Kenneth Koedinger

Explication and reflection on expert vs. novice considerations within the problem-solving process characterize a cognitive apprenticeship approach for the development of expert-like problem solving practices. In the context of grading, a…

Physics Education · Physics 2017-01-06 Edit Yerushalmi , Ryan Sayer , Emily Marshman , Charles Henderson , Chandralekha Singh

Intelligent tutoring systems have long enabled automated immediate feedback on student work when it is presented in a tightly structured format and when problems are very constrained, but reliably assessing free-form mathematical reasoning…

Computers and Society · Computer Science 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

In this position paper, we advocate for the idea that courses and exams in the AI era have to be designed based on two factors: (1) the strengths and limitations of AI, and (2) the pedagogical educational objectives. Based on insights from…

Computers and Society · Computer Science 2023-08-07 Ahmad Samer Wazan , Imran Taj , Abdulhadi Shoufan , Romain Laborde , Rémi Venant

Our work demonstrates that large language model (LLM) pre-trained on texts can not only solve pure math word problems, but also physics word problems, whose solution requires calculation and inference based on prior physical knowledge. We…

Computation and Language · Computer Science 2023-09-21 Jingzhe Ding , Yan Cen , Xinyuan Wei

Physics problem-solving is a challenging domain for AI models, requiring integration of conceptual understanding, mathematical reasoning, and interpretation of physical diagrams. Existing evaluations fail to capture the full breadth and…

Artificial Intelligence · Computer Science 2026-02-12 Lintao Wang , Encheng Su , Jiaqi Liu , Pengze Li , Jiabei Xiao , Wenlong Zhang , Xinnan Dai , Xi Chen , Yuan Meng , Lei Bai , Wanli Ouyang , Shixiang Tang , Aoran Wang , Xinzhu Ma

In mathematical proof education, there remains a need for interventions that help students learn to write mathematical proofs. Research has shown that timely feedback can be very helpful to students learning new skills. While for many years…

Artificial Intelligence · Computer Science 2025-07-15 Chenyan Zhao , Mariana Silva , Seth Poulsen

Despite significant advancements in AI-driven educational systems and ongoing calls for responsible AI for education, several critical issues remain unresolved -- acting as the elephant in the room within AI in education, learning…

This paper argues that AI-assisted peer review should be verification-first rather than review-mimicking. We propose truth-coupling, i.e. how tightly venue scores track latent scientific truth, as the right objective for review tools. We…

Artificial Intelligence · Computer Science 2026-02-16 Lei You , Lele Cao , Iryna Gurevych

Given a physics scenario, different problem types presenting that scenario in various ways can emphasize different instructional goals. In this investigation, we examined the views of physics graduate teaching assistants (TAs) about the…

Physics Education · Physics 2019-07-02 Melanie Good , Emily Marshman , Edit Yerushalmi , Chandralekha Singh

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

Computers and Society · Computer Science 2025-10-28 Hugo Roger Paz

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

The growing enrollments in computer science courses and increase in class sizes necessitate scalable, automated tutoring solutions to adequately support student learning. While Large Language Models (LLMs) like GPT-4 have demonstrated…

Computers and Society · Computer Science 2024-07-31 Ty Feng , Sa Liu , Dipak Ghosal

Artificial Intelligence (AI), with ChatGPT as a prominent example, has recently taken center stage in various domains including higher education, particularly in Computer Science and Engineering (CSE). The AI revolution brings both…

Computers and Society · Computer Science 2024-07-09 Zhangying He , Thomas Nguyen , Tahereh Miari , Mehrdad Aliasgari , Setareh Rafatirad , Hossein Sayadi

The integration of artificial intelligence (AI) into education continues to evoke both promise and skepticism. While past waves of technological optimism often fell short, recent advances in large language models (LLMs) have revived the…

Computers and Society · Computer Science 2025-12-16 Lucia Happe , Dominik Fuchß , Luca Hüttner , Kai Marquardt , Anne Koziolek

AI for Mathematics (AI4Math) is not only intriguing intellectually but also crucial for AI-driven discovery in science, engineering, and beyond. Extensive efforts on AI4Math have mirrored techniques in NLP, in particular, training large…

Artificial Intelligence · Computer Science 2024-12-23 Kaiyu Yang , Gabriel Poesia , Jingxuan He , Wenda Li , Kristin Lauter , Swarat Chaudhuri , Dawn Song
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