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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

For improving the performance and effectiveness of peer review, a novel review system is proposed, based on analysis of peer review process for academic journals under a parallel model built via Monte Carlo method. The model can simulate…

Digital Libraries · Computer Science 2021-11-12 Li Liu , Qian Wang , Zong-Yuan Tan , Ning Cai

Peer review is a laborious, yet essential, part of academic publishing with crucial impact on the scientific endeavor. The current lack of incentives and transparency harms the credibility of this process. Researchers are neither rewarded…

Computer Science and Game Theory · Computer Science 2024-04-30 Andreas Finke , Thomas Hensel

Peer review is a key component of the publishing process in most fields of science. The increasing submission rates put a strain on reviewing quality and efficiency, motivating the development of applications to support the reviewing and…

Computation and Language · Computer Science 2022-06-01 Ilia Kuznetsov , Jan Buchmann , Max Eichler , Iryna Gurevych

Scientific publishing seems to be at a turning point. Its paradigm has stayed basically the same for 300 years but is now challenged by the increasing volume of articles that makes it very hard for scientists to stay up to date in their…

Digital Libraries · Computer Science 2019-10-09 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

Peer grading has emerged as a scalable solution for assessment in large and online classrooms, offering both logistical efficiency and pedagogical value. However, designing effective peer-grading systems remains challenging due to…

Computers and Society · Computer Science 2025-12-02 Uchswas Paul , Ananya Mantravadi , Jash Shah , Shail Shah , Sri Vaishnavi Mylavarapu , M Parvez Rashid , Edward Gehringer

The rapid expansion of AI research has intensified the Reviewer Gap, threatening the peer-review sustainability and perpetuating a cycle of low-quality evaluations. This position paper critiques existing LLM approaches that automatically…

Artificial Intelligence · Computer Science 2026-01-15 JungMin Yun , JuneHyoung Kwon , MiHyeon Kim , YoungBin Kim

Peer review is a cornerstone of scientific publishing, including at premier machine learning conferences such as ICLR. As submission volumes increase, understanding the nature and dynamics of the review process is crucial for improving its…

Computers and Society · Computer Science 2025-11-20 Amir Hossein Kargaran , Nafiseh Nikeghbal , Jing Yang , Nedjma Ousidhoum

Mainstream machine learning conferences have seen a dramatic increase in the number of participants, along with a growing range of perspectives, in recent years. Members of the machine learning community are likely to overhear allegations…

Machine Learning · Computer Science 2020-11-30 David Tran , Alex Valtchanov , Keshav Ganapathy , Raymond Feng , Eric Slud , Micah Goldblum , Tom Goldstein

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

A semi-supervised model of peer review is introduced that is intended to overcome the bias and incompleteness of traditional peer review. Traditional approaches are reliant on human biases, while consensus decision-making is constrained by…

Digital Libraries · Computer Science 2013-11-12 Bradly Alicea

Considering processes of a business in a recommender system is highly advantageous. Although most studies in the business process analysis domain are of descriptive and predictive nature, the feasibility of constructing a process-aware…

Information Retrieval · Computer Science 2022-09-22 Mansoureh Yari Eili , Jalal Rezaeenour , Mohammadreza Fani Sani

The paper describes a potential platform to facilitate academic peer review with emphasis on early-stage research. This platform aims to make peer review more accurate and timely by rewarding reviewers on the basis of peer prediction…

Digital Libraries · Computer Science 2023-03-30 Alexander Ugarov

Peer review remains the central quality-control mechanism of science, yet its ability to fulfill this role is increasingly strained. Empirical studies document serious shortcomings: long publication delays, escalating reviewer burden…

The computing research community needs to work much harder to address the downsides of our innovations. Between the erosion of privacy, threats to democracy, and automation's effect on employment (among many other issues), we can no longer…

While ancient scientists often had patrons to fund their work, peer review of proposals for the allocation of resources is a foundation of modern science. A very common method is that proposals are evaluated by a small panel of experts (due…

Instrumentation and Methods for Astrophysics · Physics 2020-04-10 Wolfgang E. Kerzendorf , Ferdinando Patat , Dominic Bordelon , Glenn van de Ven , Tyler A. Pritchard

Iterative peer grading activities may keep students engaged during in-class project presentations. Effective methods for collecting and aggregating peer assessment data are essential. Students tend to grade projects favorably. So, while…

Computer Science and Game Theory · Computer Science 2025-03-25 Lihi Dery

Open peer review is a growing trend in academic publications. Public access to peer review data can benefit both the academic and publishing communities. It also serves as a great support to studies on review comment generation and further…

Digital Libraries · Computer Science 2023-11-15 Jialiang Lin , Jiaxin Song , Zhangping Zhou , Yidong Chen , Xiaodong Shi

Is it possible to reliably evaluate the quality of peer reviews? We study this question driven by two primary motivations -- incentivizing high-quality reviewing using assessed quality of reviews and measuring changes to review quality in…

Digital Libraries · Computer Science 2024-11-08 Alexander Goldberg , Ivan Stelmakh , Kyunghyun Cho , Alice Oh , Alekh Agarwal , Danielle Belgrave , Nihar B. Shah

Peer grading systems aggregate noisy reports from multiple students to approximate a true grade as closely as possible. Most current systems either take the mean or median of reported grades; others aim to estimate students' grading…

Artificial Intelligence · Computer Science 2022-12-05 Hedayat Zarkoob , Greg d'Eon , Lena Podina , Kevin Leyton-Brown