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Most Performance-based Research Funding Systems (PRFS) draw on peer review and bibliometric indicators, two different methodologies which are sometimes combined. A common argument against the use of indicators in such research evaluation…

Digital Libraries · Computer Science 2018-05-23 David Pride , Petr Knoth

Little is known whether peer reviewers use the same evaluation criteria and how they integrate the criteria into their overall judgment. This study therefore proposed two assessment styles based on theoretical perspectives and normative…

Digital Libraries · Computer Science 2024-02-16 Sven E. Hug

Peer review is the backbone of academia and humans constitute a cornerstone of this process, being responsible for reviewing papers and making the final acceptance/rejection decisions. Given that human decision making is known to be…

Human-Computer Interaction · Computer Science 2020-12-01 Ivan Stelmakh , Charvi Rastogi , Nihar B. Shah , Aarti Singh , Hal Daumé

Peer reviewing is a central component in the scientific publishing process. We present the first public dataset of scientific peer reviews available for research purposes (PeerRead v1) providing an opportunity to study this important…

Computation and Language · Computer Science 2018-04-26 Dongyeop Kang , Waleed Ammar , Bhavana Dalvi , Madeleine van Zuylen , Sebastian Kohlmeier , Eduard Hovy , Roy Schwartz

Peer review is the primary mechanism for evaluating scientific contributions, yet prior studies have mostly examined paper features or external metadata in isolation. The emergence of open platforms such as OpenReview has transformed peer…

Computers and Society · Computer Science 2026-01-30 Sangkeun Jung , Goun Pyeon , Inbum Heo , Hyungjin Ahn

Committee decisions are complicated by a deadline, e.g., the next start of a budget, or the beginning of a semester. In committee hiring decisions, it may be that if no candidate is supported by a strong majority, the default is to hire no…

Computers and Society · Computer Science 2024-01-09 Marina Bannikova , Lihi Dery , Svetlana Obraztsova , Zinovi Rabinovich , Jeffrey S. Rosenschein

[Context and motivation] Requirements assessment by means of the Kano model is common practice. As suggested by the original authors, these assessments are done by interviewing stakeholders and asking them about the level of satisfaction if…

Software Engineering · Computer Science 2023-03-08 Michelle Binder , Annika Vogt , Adrian Bajraktari , Andreas Vogelsang

Peer review is widely regarded as essential for advancing scientific research. However, reviewers may be biased by authors' prestige or other characteristics. Double-blind peer review, in which the authors' identities are masked from the…

Computers and Society · Computer Science 2021-10-13 Mengyi Sun , Jainabou Barry Danfa , Misha Teplitskiy

This dissertation is focused on the role of objectivity in peer review. Through an examination of aspects of peer review including anonymity, trust, expertise, and the question of who has standing to evaluate research, we find that…

History and Philosophy of Physics · Physics 2020-05-12 Daniel Ucko

Modern machine learning and computer science conferences are experiencing a surge in the number of submissions that challenges the quality of peer review as the number of competent reviewers is growing at a much slower rate. To curb this…

Digital Libraries · Computer Science 2020-12-01 Ivan Stelmakh , Nihar B. Shah , Aarti Singh , Hal Daumé

In this thesis, I refine our understanding as to what conclusions we can reach from coreference-based evaluations by expanding existing evaluation practices and considering the extent to which evaluation results are either converging or…

Computation and Language · Computer Science 2026-02-19 Ian Porada

When eliciting opinions from a group of experts, traditional devices used to promote honest reporting assume that there is an observable future outcome. In practice, however, this assumption is not always reasonable. In this paper, we…

Multiagent Systems · Computer Science 2013-10-23 Arthur Carvalho , Stanko Dimitrov , Kate Larson

The peer-review process is the most widely accepted certification mechanism for officially accepting the written results of researchers within the scientific community. An essential component of peer-review is the identification of…

Digital Libraries · Computer Science 2008-12-02 Marko A. Rodriguez , Johan Bollen

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

A successful peer review process requires that qualified and interested reviewers are assigned to each paper. Most automated reviewer assignment approaches estimate a real-valued affinity score for each paper-reviewer pair that acts as a…

Computer Science and Game Theory · Computer Science 2023-09-06 Cyrus Cousins , Justin Payan , Yair Zick

Peer review is the main mechanism by which the software engineering community assesses the quality of scientific results. However, the rapid growth of paper submissions in software engineering venues has outpaced the availability of…

Software Engineering · Computer Science 2026-01-30 Esteban Parra , Sonia Haiduc , Preetha Chatterjee , Ramtin Ehsani , Polina Iaremchuk

Pairwise comparisons from multiple judges are central to large language model evaluation and preference modeling, yet standard ranking pipelines often pool judgments into a single score vector, treating systematic judge disagreement as…

Methodology · Statistics 2026-05-08 Shibo Yu , Yingzhou Wang , Yan Chen , Guodong Li , Jin-Hong Du

Existing large language models (LLMs) evaluation methods typically focus on testing the performance on some closed-environment and domain-specific benchmarks with human annotations. In this paper, we explore a novel unsupervised evaluation…

Computation and Language · Computer Science 2025-02-24 Kun-Peng Ning , Shuo Yang , Yu-Yang Liu , Jia-Yu Yao , Zhen-Hui Liu , Yong-Hong Tian , Yibing Song , Li Yuan

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

We study consensus processes on the complete graph of $n$ nodes. Initially, each node supports one from up to n opinions. Nodes randomly and in parallel sample the opinions of constant many nodes. Based on these samples, they use an update…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-02-17 Petra Berenbrink , Andrea Clementi , Robert Elsässer , Peter Kling , Frederik Mallmann-Trenn , Emanuele Natale
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