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The "free rider" problem has long plagued pedagogies based on collaborative learning. The most common solution to the free rider problem is peer evaluation. As well other existing methods of peer evaluation include self-evaluation --- and…

History and Overview · Mathematics 2019-04-09 Fedor Duzhin

Crowdsourcing offers a practical method for ranking and scoring large amounts of items. To investigate the algorithms and incentives that can be used in crowdsourcing quality evaluations, we built CrowdGrader, a tool that lets students…

Social and Information Networks · Computer Science 2013-08-27 Luca de Alfaro , Michael Shavlovsky

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

Peer review is a widely utilized pedagogical feedback mechanism for engaging students, which has been shown to improve educational outcomes. However, we find limited discussion and empirical measurement of peer review in visualization…

Human-Computer Interaction · Computer Science 2020-06-02 Zachariah Beasley , Alon Friedman , Les Piegl , Paul Rosen

In courses that involve programming assignments, giving meaningful feedback to students is an important challenge. Human beings can give useful feedback by manually grading the programs but this is a time-consuming, labor intensive, and…

Programming Languages · Computer Science 2020-10-19 Joshua Clune , Vijay Ramamurthy , Ruben Martins , Umut A. Acar

This paper describes a new approach for learning from homework, called Peer-Assisted Reflection (PAR). PAR involves students using peer feedback to improve their work on open-ended homework problems. Collaborating with peers and revising…

Physics Education · Physics 2016-10-06 Daniel L. Reinholz , Dimitri R. Dounas-Frazer

Accurately grading open-ended assignments in large or massive open online courses (MOOCs) is non-trivial. Peer review is a promising solution but can be unreliable due to few reviewers and an unevaluated review form. To date, no work has 1)…

Computers and Society · Computer Science 2021-08-24 Zachariah J. Beasley , Les A. Piegl , Paul Rosen

Peer assessment has established itself as a critical pedagogical tool in academic settings, offering students timely, high-quality feedback to enhance learning outcomes. However, the efficacy of this approach depends on two factors: (1) the…

Computers and Society · Computer Science 2025-08-26 Uchswas Paul , Shail Shah , Sri Vaishnavi Mylavarapu , M. Parvez Rashid , Edward Gehringer

Research on recommender systems algorithms, like other areas of applied machine learning, is largely dominated by efforts to improve the state-of-the-art, typically in terms of accuracy measures. Several recent research works however…

Information Retrieval · Computer Science 2022-05-16 Vito Walter Anelli , Alejandro Bellogín , Tommaso Di Noia , Dietmar Jannach , Claudio Pomo

The advent of computers has allowed mathematicians to do increasingly more difficult computations that used to be practically impossible. Peer reviewers will seldom look at any code attached to a math paper, however. In this article, we…

History and Overview · Mathematics 2025-03-04 Jeroen Hanselman

This article deals with peer-assessment in the context of higher education teaching in mathematics, and examines the nature of student activity when assessing work produced by peers. After an overview of research on peer assessment, we…

History and Overview · Mathematics 2023-10-27 Juliette Veuillez--Mainard , Simon Modeste

Peer review is a widely utilized feedback mechanism for engaging students. As a pedagogical method, it has been shown to improve educational outcomes, but we have found limited empirical measurement of peer review in visualization courses.…

Human-Computer Interaction · Computer Science 2021-08-09 Zachariah Beasley , Alon Friedman , Paul Rosen

Automated grading systems, or auto-graders, have become ubiquitous in programming education, and the way they generate feedback has become increasingly automated as well. However, there is insufficient evidence regarding auto-grader…

Computers and Society · Computer Science 2025-07-22 Adam Zhang , Heather Burte , Jaromir Savelka , Christopher Bogart , Majd Sakr

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…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Massive Open Online Courses (MOOCs) use peer assessment to grade open ended questions at scale, allowing students to provide feedback. Relative to teacher based grading, peer assessment on MOOCs traditionally delivers lower quality feedback…

Computers and Society · Computer Science 2021-01-01 Dilrukshi Gamage , Mark Whiting , Thejan Rajapakshe , Haritha Thilakarathne , Indika Perera , Shantha Fernando

Bias and heterogeneity in peer assessment can lead to the issue of unfair scoring in the educational field. To deal with this problem, we propose a reference ranking method for an online peer assessment system using HodgeRank. Such a scheme…

Machine Learning · Statistics 2018-03-08 Tse-Yu Lin , Yen-Lung Tsai

Research is described on a system for web-assisted education and how it is used to deliver on-line drill questions, automatically suited to individual students. The system can store and display all of the various pieces of information used…

Physics Education · Physics 2014-06-27 Anna Helga Jonsdottir , Gunnar Stefansson

Grading of examination papers is a hectic, time-labor intensive task and is often subjected to inefficiency and bias in checking. This research project is a primitive experiment in the automation of grading of theoretical answers written in…

Machine Learning · Computer Science 2020-04-21 Rahul Kr Chauhan , Ravinder Saharan , Siddhartha Singh , Priti Sharma

Peer grading systems work well only if users have incentives to grade truthfully. An example of non-truthful grading, that we observed in classrooms, consists in students assigning the maximum grade to all submissions. With a naive grading…

Computer Science and Game Theory · Computer Science 2016-04-13 Luca de Alfaro , Michael Shavlovsky , Vassilis Polychronopoulos

Large programming courses struggle to provide timely, detailed feedback on student code. We developed Mark My Works, a local autograding system that combines traditional unit testing with LLM-generated explanations. The system uses…

Software Engineering · Computer Science 2026-01-16 Yiding Qiu , Seyed Mahdi Azimi , Artem Lensky