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Peer review aims to detect flaws and deficiencies in the design and interpretation of studies, and ensure the clarity and quality of their presentation. However, it has been questioned whether peer review fulfils this function. Studies have…

Digital Libraries · Computer Science 2021-10-18 Dimity Stephen

The number of scientific publications is constantly rising, increasing the strain on the review process. The number of submissions is actually higher, as each manuscript is often reviewed several times before publication. To face the deluge…

Digital Libraries · Computer Science 2009-11-03 Stefano Allesina

Writing a scientific article is a challenging task as it is a highly codified and specific genre, consequently proficiency in written communication is essential for effectively conveying research findings and ideas. In this article, we…

Computation and Language · Computer Science 2025-01-10 Leane Jourdan , Florian Boudin , Nicolas Hernandez , Richard Dufour

Peer review is a cornerstone of quality control in scientific publishing. With the increasing workload, the unintended use of `quick' heuristics, referred to as lazy thinking, has emerged as a recurring issue compromising review quality.…

Computation and Language · Computer Science 2025-06-04 Sukannya Purkayastha , Zhuang Li , Anne Lauscher , Lizhen Qu , Iryna Gurevych

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

Reviewer recommendation is a critical task for enhancing the efficiency of academic publishing workflows. However, research in this area has been persistently hindered by the lack of high-quality benchmark datasets, which are often limited…

Information Retrieval · Computer Science 2025-10-21 Qiyao Peng , Chen Wang , Yinghui Wang , Hongtao Liu , Xuan Guo , Wenjun Wang

For many years, achievements and discoveries made by scientists are made aware through research papers published in appropriate journals or conferences. Often, established scientists and especially newbies are caught up in the dilemma of…

Information Retrieval · Computer Science 2020-01-09 Rahul Radhakrishnan Iyer , Manish Sharma , Vijaya Saradhi

This paper proposes an architecture and assignment management model of a conference management system that performs a precise and accurate automatic assignment of reviewers to papers. The system relies on taxonomy of keywords to describe…

Digital Libraries · Computer Science 2011-12-01 Yordan Kalmukov

We consider three important challenges in conference peer review: (i) reviewers maliciously attempting to get assigned to certain papers to provide positive reviews, possibly as part of quid-pro-quo arrangements with the authors; (ii)…

Artificial Intelligence · Computer Science 2020-10-27 Steven Jecmen , Hanrui Zhang , Ryan Liu , Nihar B. Shah , Vincent Conitzer , Fei Fang

The rapid growth of AI conferences is straining an already fragile peer-review system, leading to heavy reviewer workloads, expertise mismatches, inconsistent evaluation standards, superficial or templated reviews, and limited…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Jing Yang , Qiyao Wei , Jiaxin Pei

In computer science, conferences and journals conduct peer review in order to decide what to publish. Many have pointed out the inherent weaknesses in peer review, including those of bias, quality, and accountability. Many have suggested…

Digital Libraries · Computer Science 2012-09-14 Amit K. Chopra

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

In the peer review process of top-tier machine learning (ML) and artificial intelligence (AI) conferences, reviewers are assigned to papers through automated methods. These assignment algorithms consider two main factors: (1) reviewers'…

Machine Learning · Computer Science 2025-08-18 Jhih-Yi Hsieh , Aditi Raghunathan , Nihar B. Shah

Conference publications in computer science (CS) have attracted scholarly attention due to their unique status as a main research outlet unlike other science fields where journals are dominantly used for communicating research findings. One…

Digital Libraries · Computer Science 2018-06-29 Jinseok Kim

Citations play an important role in researchers' careers as a key factor in evaluation of scientific impact. Many anecdotes advice authors to exploit this fact and cite prospective reviewers to try obtaining a more positive evaluation for…

Digital Libraries · Computer Science 2023-07-19 Ivan Stelmakh , Charvi Rastogi , Ryan Liu , Shuchi Chawla , Federico Echenique , Nihar B. Shah

In this paper, we focus on online reviews and employ artificial intelligence tools, taken from the cognitive computing field, to help understanding the relationships between the textual part of the review and the assigned numerical score.…

Computation and Language · Computer Science 2017-07-24 Michela Fazzolari , Vittoria Cozza , Marinella Petrocchi , Angelo Spognardi

Peer review frequently follows a process where reviewers first provide initial reviews, authors respond to these reviews, then reviewers update their reviews based on the authors' response. There is mixed evidence regarding whether this…

Human-Computer Interaction · Computer Science 2023-07-12 Ryan Liu , Steven Jecmen , Vincent Conitzer , Fei Fang , Nihar B. Shah

The peer review process for scientific publications faces significant challenges due to the increasing volume of submissions and inherent reviewer biases. While artificial intelligence offers the potential to facilitate the process, it also…

Computers and Society · Computer Science 2025-07-22 Ildar Baimuratov , Elena Lisanyuk , Dmitry Prokudin

The number of papers submitted to academic conferences is steadily rising in many scientific disciplines. To handle this growth, systems for automatic paper-reviewer assignments are increasingly used during the reviewing process. These…

Cryptography and Security · Computer Science 2023-03-28 Thorsten Eisenhofer , Erwin Quiring , Jonas Möller , Doreen Riepel , Thorsten Holz , Konrad Rieck

One way of evaluating individual scientists is the determination of the number of highly cited publications, where the threshold is given by a large reference set. It is shown that this indicator behaves in a counterintuitive way, leading…

Digital Libraries · Computer Science 2013-05-09 Michael Schreiber