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Tool-augmented large language models (LLMs) are usually trained with supervised imitation or coarse-grained reinforcement learning that optimizes single tool calls. Current self-reflection practices rely on heuristic prompts or one-way…

Computer Vision and Pattern Recognition · Computer Science 2026-04-16 Junhao Su , Yuanliang Wan , Junwei Yang , Hengyu Shi , Tianyang Han , Junfeng Luo , Yurui Qiu

Physics education researchers have argued that authentic physics education includes computation as part of a physics student's training, and many parties have made efforts towards this goal. However, most research on this teaching modality…

Physics Education · Physics 2026-01-16 Sarah McHale , Tor Ole B. Odden , Ken Heller

The Learning Assistant (LA) model supports instructors in implementing research-based teaching practices in their own courses. In the LA model, undergraduate students are hired to help facilitate research-based collaborative-learning…

Physics Education · Physics 2022-07-06 Xochhith Herrera , Jayson Nissen , Ben Van Dusen

The growing integration of generative AI in higher education is transforming how students write, learn, and engage with knowledge. As AI tools become more integrated into classrooms, there is an urgent need for pedagogical approaches that…

Computers and Society · Computer Science 2025-11-21 Xinran Zhu , Cong Wang , Duane Searsmith

Reflection is an often addressed design goal in Human-Computer Interaction (HCI) research. An increasing number of artefacts for reflection have been developed in recent years. However, evaluating if and how an interactive technology helps…

Human-Computer Interaction · Computer Science 2021-03-31 Marit Bentvelzen , Jasmin Niess , Mikołaj P. Woźniak , Paweł W. Woźniak

Feedback has a powerful influence on learning, but it is also expensive to provide. In large classes, it may even be impossible for instructors to provide individualized feedback. Peer assessment has received attention lately as a way of…

Applications · Statistics 2014-10-16 Dennis L. Sun , Naftali Harris , Guenther Walther , Michael Baiocchi

Education is a goal-oriented field. But if we want to treat education scientifically so we can accumulate, evaluate, and refine what we learn, then we must develop a theoretical framework that is strongly rooted in objective observations…

Physics Education · Physics 2007-05-23 Edward F. Redish

Many institutions are changing the focus of their introductory physics labs from verifying physics content towards teaching students about the skills and nature of science. As instruction shifts, so too will the ways students approach and…

Physics Education · Physics 2022-07-06 Martin M. Stein , Emily M. Smith , N. G. Holmes

We have analyzed the impact of taking an associated lab course on the scores on final exam questions in two large introductory physics courses. Approximately a third of the students who completed each course also took an accompanying…

Physics Education · Physics 2018-09-05 Carl Wieman , N. G. Holmes

Reward functions are central in reinforcement learning (RL), guiding agents towards optimal decision-making. The complexity of RL tasks requires meticulously designed reward functions that effectively drive learning while avoiding…

Machine Learning · Computer Science 2025-03-31 Rati Devidze

We ran a study on engagement and achievement for a first year undergraduate programming module which used an online learning environment containing tasks which generate automated feedback. Students could also access human feedback from…

Computers and Society · Computer Science 2022-01-05 Beate Grawemeyer , John Halloran , Matthew England , David Croft

Traditional high-stakes summative assessments--timed, in-class exams accounting for a large percentage of the term's overall grade--have often received criticism from the educational community. Such assessments tend to prize a particular…

Physics Education · Physics 2023-04-12 Bruce A. Schumm , Joy Ishii , Colin G. West

In this paper we put forth a model for physics course reform that uniquely uses proven, research-based active learning strategies to help students improve their physics knowledge and problem-solving skills. In this study, we compared the…

Physics Education · Physics 2020-04-22 Colin S. Wallace , Edward E. Prather , John A. Milsom , Ken Johns , Srin Manne

Student learning in instructional physics labs is a growing area of research that includes studies exploring students' beliefs and expectations about experimental physics. To directly probe students' epistemologies about experimental…

Physics Education · Physics 2015-07-15 Bethany R. Wilcox , H. J. Lewandowski

We discuss two proof evaluation activities meant to promote the acquisition of learning behaviors of professional mathematics within an introductory undergraduate proof-writing course. These learning behaviors include the ability to read…

History and Overview · Mathematics 2024-09-11 Jennifer Pi , Christopher Davis , Yasmeen Baki , Alessandra Pantano

Instructional physics labs are critical junctures for many STEM majors to develop an understanding of experimentation in the sciences. Students can acquire useful experimental skills and grow their identities as scientists. However, many…

Physics Education · Physics 2020-07-16 Z. Yasemin Kalender , Martin Stein , N. G. Holmes

We present the impact on student self-efficacy of an introductory physics for life-science students course taught using a Team-Based Learning pedagogy. We measured self-efficacy using the validated quantitative Sources of Self-Efficacy in…

Physics Education · Physics 2021-08-04 Brokk Toggerson , Samyukta Krishnamurthy , Emily E. Hansen , Chasya Church

We examine whether data generated by explanation techniques, which promote a process of self-reflection, can improve classifier performance. Our work is based on the idea that humans have the ability to make quick, intuitive decisions as…

Machine Learning · Computer Science 2025-03-05 Johannes Schneider , Michalis Vlachos

A variety of activities are commonly used in college physics courses including lab, tutorials, and studio curricula. Instructors must choose among using research-based activities, designing their own activities or modifying existing…

Physics Education · Physics 2020-09-10 Amin Bayat Barooni , Joshua Von Korff , Brian D. Thoms , Zeynep Topdemir , Jacquelyn J. Chini

Code generation plays a crucial role in various tasks, such as code auto-completion and mathematical reasoning. Previous work has proposed numerous methods to enhance code generation performance, including integrating feedback from the…

Computation and Language · Computer Science 2025-05-30 Houxing Ren , Mingjie Zhan , Zhongyuan Wu , Aojun Zhou , Junting Pan , Hongsheng Li