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Related papers: Interactive and Iterative Peer Assessment

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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

In order to help undergraduate students towards successfully completing their degrees, developing tools that can assist students during the course selection process is a significant task in the education domain. The optimal set of courses…

Information Retrieval · Computer Science 2019-04-29 Sara Morsy , George Karypis

We study peer-grading with competitive graders who enjoy a higher utility when their peers get lower scores. We propose a new mechanism, PEQA, that incentivizes such graders through a score-assignment rule which aggregates the final score…

Computer Science and Game Theory · Computer Science 2021-07-01 Anujit Chakraborty , Jatin Jindal , Swaprava Nath

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

With the popularity of massive open online courses, grading through crowdsourcing has become a prevalent approach towards large scale classes. However, for getting grades for complex tasks, which require specific skills and efforts for…

Artificial Intelligence · Computer Science 2017-03-31 Lingyu Lyu , Mehmed Kantardzic

Peer Assessment is a task of analysis and commenting on student's writing by peers, is core of all educational components both in campus and in MOOC's. However, with the sheer scale of MOOC's & its inherent personalised open ended learning,…

Computers and Society · Computer Science 2020-01-31 Manikandan Ravikiran

In peer review, reviewers are usually asked to provide scores for the papers. The scores are then used by Area Chairs or Program Chairs in various ways in the decision-making process. The scores are usually elicited in a quantized form to…

Information Retrieval · Computer Science 2022-04-13 Yusha Liu , Yichong Xu , Nihar B. Shah , Aarti Singh

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

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

To mitigate the attacks by malicious peers and to motivate the peers to share the resources in peer-to-peer networks, several reputation systems have been proposed in the past. In most of them, the peers evaluate other peers based on their…

Networking and Internet Architecture · Computer Science 2016-01-08 Sateesh Kumar Awasthi , Yatindra Nath Singh

There has been strong interest among higher education institution in implementing technology-enhanced peer assessment as a tool for enhancing students' learning. However, little is known on how to use the peer assessment system in…

Physics Education · Physics 2020-02-13 Yosep Dwi Kristanto

Peer review (e.g., grading assignments in Massive Open Online Courses (MOOCs), academic paper review) is an effective and scalable method to evaluate the products (e.g., assignments, papers) of a large number of agents when the number of…

Computer Science and Game Theory · Computer Science 2014-11-11 Yuanzhang Xiao , Florian Dörfler , Mihaela van der Schaar

Comparing with lecturer marked assessments, peer assessment is a more comprehensive learning process and many of the associated problems have occurred. In this research work, we study the peer-assessment impact on group learning activities…

Computers and Society · Computer Science 2022-01-10 Zhiyuan Chen , Soon Boon Lee , Shazia Paras Shaikh , Mirza Rayana Sanzana

Reputation is a valuable asset in online social lives and it has drawn increased attention. How to evaluate user reputation in online rating systems is especially significant due to the existence of spamming attacks. To address this issue,…

Information Retrieval · Computer Science 2017-01-24 Jian Gao , Tao Zhou

Peer assessment is an efficient and effective learning assessment method that has been used widely in diverse fields in higher education. Despite its many benefits, a fundamental problem in peer assessment is that participants lack the…

Computers and Society · Computer Science 2015-06-19 Yanqing Wang , Yaowen Liang , Luning Liu , Ying Liu

Peer assessment has been widely studied as a replacement for traditional evaluation, not only by reducing the professors' workload but mainly by benefiting students' engagement and learning. Although several works successfully validate its…

Human-Computer Interaction · Computer Science 2024-07-04 Francisco Sousa , Tomás Alves , Sandra Gama , Joaquim Jorge , Daniel Gonçalves

In many settings, an effective way of evaluating objects of interest is to collect evaluations from dispersed individuals and to aggregate these evaluations together. Some examples are categorizing online content and evaluating student…

Computer Science and Game Theory · Computer Science 2016-06-23 Alice Gao , James R. Wright , Kevin Leyton-Brown

Access to high-quality education at scale is limited by the difficulty of providing student feedback on open-ended assignments in structured domains like computer programming, graphics, and short response questions. This problem has proven…

Machine Learning · Computer Science 2021-03-25 Ali Malik , Mike Wu , Vrinda Vasavada , Jinpeng Song , Madison Coots , John Mitchell , Noah Goodman , Chris Piech

As AI increasingly enters the classroom, what changes when students collaborate with algorithms instead of peers? We analyzed 36 undergraduate students learning graph theory through peer collaboration (n=24) or AI assistance (n=12), using…

Human-Computer Interaction · Computer Science 2026-01-21 Caitlin Morris , Pattie Maes

Most MOOC platforms either use simple schemes for aggregating peer grades, e.g., taking the mean or the median, or apply methodologies that increase students' workload considerably, such as calibrated peer review. To reduce the error…

Computers and Society · Computer Science 2024-12-19 Carlos García-Martínez , Rebeca Cerezo , Manuel Bermúdez , Cristóbal Romero