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Providing feedback on programming assignments is a tedious task for the instructor, and even impossible in large Massive Open Online Courses with thousands of students. Previous research has suggested that program repair techniques can be…

编程语言 · 计算机科学 2018-06-21 Sumit Gulwani , Ivan Radiček , Florian Zuleger

Providing feedback on programming assignments manually is a tedious, error prone, and time-consuming task. In this paper, we motivate and address the problem of generating feedback on performance aspects in introductory programming…

编程语言 · 计算机科学 2014-09-18 Sumit Gulwani , Ivan Radiček , Florian Zuleger

Automated feedback generation for introductory programming assignments is useful for programming education. Most works try to generate feedback to correct a student program by comparing its behavior with an instructor's reference program on…

软件工程 · 计算机科学 2021-07-01 Umair Z. Ahmed , Zhiyu Fan , Jooyong Yi , Omar I. Al-Bataineh , Abhik Roychoudhury

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

软件工程 · 计算机科学 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

With the recent rapid increase in digitization across all major industries, acquiring programming skills has increased the demand for introductory programming courses. This has further resulted in universities integrating programming…

We present a new method for automatically providing feedback for introductory programming problems. In order to use this method, we need a reference implementation of the assignment, and an error model consisting of potential corrections to…

编程语言 · 计算机科学 2012-11-19 Rishabh Singh , Sumit Gulwani , Armando Solar-Lezama

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…

软件工程 · 计算机科学 2025-08-14 Ricardo Brancas , Pedro Orvalho , Carolina Carreira , Vasco Manquinho , Ruben Martins

In introductory programming courses, it is challenging for instructors to provide debugging feedback on students' incorrect programs. Some recent tools automatically offer program repair feedback by identifying any differences between…

软件工程 · 计算机科学 2021-07-15 Yunlong Lu , Na Meng , Wenxin Li

Students often make mistakes on their introductory programming assignments as part of their learning process. Unfortunately, providing custom repairs for these mistakes can require a substantial amount of time and effort from class…

软件工程 · 计算机科学 2022-09-30 Jialu Zhang , José Cambronero , Sumit Gulwani , Vu Le , Ruzica Piskac , Gustavo Soares , Gust Verbruggen

Immediate feedback has been shown to improve student learning. In programming courses, immediate, automated feedback is typically provided in the form of pre-defined test cases run by a submission platform. While these are excellent for…

Automated feedback systems have become increasingly integral to programming education, where learners engage in iterative cycles of code construction, testing, and refinement. Despite its wider integration in practices and technical…

计算机与社会 · 计算机科学 2026-02-03 Yeonji Jung , Yunseo Lee , Jiyeong Bae , DoYong Kim , Heungsoo Choi , Minji Kang , Unggi Lee

This study investigated the essential of meaningful automated feedback for programming assignments. Three different types of feedback were tested, including (a) What's wrong - what test cases were testing and which failed, (b) Gap -…

人机交互 · 计算机科学 2019-10-09 Qiang Hao , Jack P Wilson , Camille Ottaway , Naitra Iriumi , Kai Arakawa , David H Smith

Assessments help in evaluating the knowledge gained by a learner at any specific point as well as in continuous improvement of the curriculum design and the whole learning process. However, with the increase in students' enrollment at…

计算与语言 · 计算机科学 2022-05-25 Muhammad Salman Khan , Adnan Ahmad , Muhammad Humayoun

During migration across instruction set architectures (ISAs), software package build repair is a critical task for ensuring the reliability of software deployment and the stability of modern operating systems. While Large Language Models…

Intelligent Process Automation (IPA) is emerging as a sub-field of AI to support the automation of long-tail processes which requires the coordination of tasks across different systems. So far, the field of IPA has been largely driven by…

人机交互 · 计算机科学 2020-02-05 Deborah Ferreira , Julia Rozanova , Krishna Dubba , Dell Zhang , Andre Freitas

Software bugs significantly contribute to software cost and increase the risk of system malfunctioning. In recent years, many automated program-repair approaches have been proposed to automatically fix undesired program behavior. Despite of…

软件工程 · 计算机科学 2021-07-19 Dirk Beyer , Lars Grunske , Thomas Lemberger , Minxing Tang

A significant portion of student programming submissions in CS1 learning environments are uncompilable, limiting their use in student modeling and downstream knowledge tracing. Traditional modeling pipelines often exclude these cases,…

软件工程 · 计算机科学 2025-12-24 Griffin Pitts , Aum Pandya , Darsh Rank , Tirth Bhatt , Muntasir Hoq , Bita Akram

In this paper, we present a novel approach of automated evaluation of programming assignments~(AEPA) the highlight of which is that it automatically identifies multiple solution approaches to the programming question from the set of…

软件工程 · 计算机科学 2021-03-25 Nikhila KN , Sujit Kumar Chakrabarti , Manish Gupta

Timely and high-quality feedback is essential for effective learning in programming courses; yet, providing such support at scale remains a challenge. While AI-based systems offer scalable and immediate help, their responses can…

计算机与社会 · 计算机科学 2026-01-27 Tung Phung , Heeryung Choi , Mengyan Wu , Christopher Brooks , Sumit Gulwani , Adish Singla

Measuring plagiarism in programming assignments is an essential task to the educational procedure. This paper discusses the methods of plagiarism and its detection in introductory programming course assignments written in C++. A small…

计算与语言 · 计算机科学 2022-05-31 Muhammad Humayoun , Muhammad Adnan Hashmi , Ali Hanzala Khan
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