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Grading in embedded systems courses typically requires a face-to-face appointment between the student and the instructor because of experimental setups that are only available in laboratory facilities. Such a manual grading process is an…

Computers and Society · Computer Science 2017-03-14 Hao Li , Bo-Jhang Ho , Bharathan Balaji , Yue Xin , Paul Martin , Mani Srivastava

Providing valuable and personalized feedback is essential for effective learning, but delivering it promptly can be challenging in large-scale courses. Recent research has explored automated feedback mechanisms across various programming…

Software Engineering · Computer Science 2025-08-14 Ricardo Brancas , Pedro Orvalho , Carolina Carreira , Vasco Manquinho , Ruben Martins

Computer science class enrollments have rapidly risen in the past decade. With current class sizes, standard approaches to grading and providing personalized feedback are no longer possible and new techniques become both feasible and…

Formal Languages and Automata Theory · Computer Science 2021-02-02 Loris D'Antoni , Martin Helfrich , Jan Kretinsky , Emanuel Ramneantu , Maximilian Weininger

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

The grading of open-ended questions is a high-effort, high-impact task in education. Automating this task promises a significant reduction in workload for education professionals, as well as more consistent grading outcomes for students, by…

Artificial Intelligence · Computer Science 2024-05-08 Alexandra Gobrecht , Felix Tuma , Moritz Möller , Thomas Zöller , Mark Zakhvatkin , Alexandra Wuttig , Holger Sommerfeldt , Sven Schütt

While computer and communication technologies have provided effective means to scale up many aspects of education, the submission and grading of assessments such as homework assignments and tests remains a weak link. In this paper, we study…

Machine Learning · Statistics 2015-01-20 Andrew S. Lan , Divyanshu Vats , Andrew E. Waters , Richard G. Baraniuk

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

This paper provides a comprehensive review of the design and implementation of automatically generated assessment reports (AutoRs) for formative use in K-12 Science, Technology, Engineering, and Mathematics (STEM) classrooms. With the…

Human-Computer Interaction · Computer Science 2025-01-03 Ehsan Latif , Ying Chen , Xiaoming Zhai , Yue Yin

Despite growing interest in using LLMs to generate feedback on students' writing, little is known about how students respond to AI-mediated versus human-provided feedback. We address this gap through a randomized controlled trial in a large…

Human-Computer Interaction · Computer Science 2026-02-25 Xinyi Lu , Kexin Phyllis Ju , Mitchell Dudley , Larissa Sano , Xu Wang

Grading project reports are increasingly significant in today's educational landscape, where they serve as key assessments of students' comprehensive problem-solving abilities. However, it remains challenging due to the multifaceted…

Human-Computer Interaction · Computer Science 2025-08-19 Zixin Chen , Jiachen Wang , Yumeng Li , Haobo Li , Chuhan Shi , Rong Zhang , Huamin Qu

This exploratory study examines the classroom deployment of aiPlato, an AI-enabled homework platform, in a large introductory physics course at the University of Texas at Arlington. Designed to support open-ended problem solving, aiPlato…

Physics Education · Physics 2026-01-16 Atharva Dange , Ramon E. Lopez , Louis Deslauriers , Nimish Shah

Automatically graded programming assignments provide instant feedback to students and significantly reduce manual grading time for instructors. However, creating comprehensive suites of test cases for programming problems within automatic…

Computers and Society · Computer Science 2024-12-30 Umar Alkafaween , Ibrahim Albluwi , Paul Denny

Grading in large undergraduate STEM courses often yields minimal feedback due to heavy instructional workloads. We present a large-scale empirical study of AI grading on real, handwritten single-variable calculus work from UC Irvine. Using…

Machine Learning · Computer Science 2026-03-03 Zhiqi Yu , Xingping Liu , Haobin Mao , Mingshuo Liu , Long Chen , Jack Xin , Yifeng Yu

Students often struggle with solving programming problems when learning to code, especially when they have to do it online, with one of the most common disadvantages of working online being the lack of personalized help. This help can be…

R is a language and environment for statistical computing and graphics, which provides a wide variety of statistical tools (modeling, statistical testing, time series analysis, classification problems, machine learning, ...), together with…

Other Statistics · Statistics 2023-06-22 M. Isabel Parra , Eva L. Sanjuán , M. Carmen Robustillo , Mario M. Pizarro

It is shown how to set up, conduct, and analyze large simulation studies with the new R package simsalapar = simulations simplified and launched parallel. A simulation study typically starts with determining a collection of input variables…

Computation · Statistics 2013-09-18 Marius Hofert , Martin Mächler

Written reflective practice is a regular exercise pre-service teachers perform during their higher education. Usually, their lecturers are expected to provide individual feedback, which can be a challenging task to perform on a regular…

Statistical practices such as building regression models or running hypothesis tests rely on following rigorous procedures of steps and verifying assumptions on data to produce valid results. However, common statistical tools do not verify…

Human-Computer Interaction · Computer Science 2024-10-02 Yuqi Zhang , Adam Perer , Will Epperson

When designing multidisciplinary tool workflows in visual development environments, researchers and engineers often combine simulation tools which serve a functional purpose and helper tools that merely ensure technical compatibility by,…

Software Engineering · Computer Science 2021-12-01 Dominik Schneider , Alexander Weinert

Large language models (LLMs) have demonstrated strong potential in performing automatic scoring for constructed response assessments. While constructed responses graded by humans are usually based on given grading rubrics, the methods by…

Computation and Language · Computer Science 2025-02-24 Xuansheng Wu , Padmaja Pravin Saraf , Gyeonggeon Lee , Ehsan Latif , Ninghao Liu , Xiaoming Zhai