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The ongoing rapid expansion of the Internet greatly increases the necessity of effective recommender systems for filtering the abundant information. Extensive research for recommender systems is conducted by a broad range of communities…

物理与社会 · 物理学 2015-06-04 Linyuan Lü , Matus Medo , Chi Ho Yeung , Yi-Cheng Zhang , Zi-Ke Zhang , Tao Zhou

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…

数字图书馆 · 计算机科学 2008-12-02 Marko A. Rodriguez , Johan Bollen

The scientific system that we use today was devised centuries ago and is inadequate for our current ICT-based society: the peer review system encourages conservatism, journal publications are monolithic and slow, data is often not available…

In the extensive recommender systems literature, novelty and diversity have been identified as key properties of useful recommendations. However, these properties have received limited attention in the specific sub-field of research paper…

信息检索 · 计算机科学 2024-11-06 Eoghan Cunningham , Derek Greene , Barry Smyth

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…

数字图书馆 · 计算机科学 2024-11-08 Alexander Goldberg , Ivan Stelmakh , Kyunghyun Cho , Alice Oh , Alekh Agarwal , Danielle Belgrave , Nihar B. Shah

We advocate the publication of review/survey articles that will be updated regularly, both in traditional journals and novel venues. We call these "perpetual reviews." This idea naturally builds on the dissemination and archival…

数字图书馆 · 计算机科学 2015-02-10 David L. Mobley , Daniel M. Zuckerman

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…

数字图书馆 · 计算机科学 2021-10-18 Dimity Stephen

Peer review is a process designed to produce a fair assessment of research quality before the publication of scholarly work in a journal. Demographics, nepotism, and seniority have been all shown to affect reviewer behavior suggesting the…

数字图书馆 · 计算机科学 2018-11-07 Lucie Tvrznikova

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…

数字图书馆 · 计算机科学 2019-10-09 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

This essay delves into the ethical dilemmas encountered within the academic peer review process and investigates the prevailing deficiencies in this system. It highlights how established scholars often adhere to mainstream theories not out…

物理与社会 · 物理学 2023-10-11 Ying Liu , Kaiqi Yang , Yue Liu , Michael G. B. Drew

Peer review is a cornerstone of modern scientific endeavor. However, there is growing consensus that several limitations of the current peer review system, from lack of incentives to reviewers to lack of transparency, risks to undermine its…

数字图书馆 · 计算机科学 2020-08-21 Andrea Mambrini , Andrea Baronchelli , Michele Starnini , Daniele Marinazzo , Manlio De Domenico

This article challenges the assumption that journals and peer review are essential for developing,evaluating and disseminating scientific and other academic knowledge. It suggests a more flexible ecosystem, and examines some of the…

数字图书馆 · 计算机科学 2024-02-16 Michael Wood

Review articles are a means to structure state-of-the-art literature and to organize the growing number of scholarly publications. However, review articles are suffering from numerous limitations, weakening the impact the articles could…

数字图书馆 · 计算机科学 2021-12-01 Allard Oelen , Markus Stocker , Sören Auer

Most computer science conferences rely on paper bidding to assign reviewers to papers. Although paper bidding enables high-quality assignments in days of unprecedented submission numbers, it also opens the door for dishonest reviewers to…

密码学与安全 · 计算机科学 2021-03-23 Ruihan Wu , Chuan Guo , Felix Wu , Rahul Kidambi , Laurens van der Maaten , Kilian Q. Weinberger

Recent advancements in large language models have sparked interest in utilizing them to aid the peer review process of scientific publication amid the peer review crisis. However, having AI models generate full reviews in the same way as…

计算与语言 · 计算机科学 2026-04-03 Tianmai M. Zhang , Neil F. Abernethy

Peer reviewing is a central process in modern research and essential for ensuring high quality and reliability of published work. At the same time, it is a time-consuming process and increasing interest in emerging fields often results in a…

The increasing scale and variability of peer review in scholarly venues has created an urgent need for systematic, interpretable, and extensible tools to assess review quality. We present PeeriScope, a modular platform that integrates…

We develop a simple model of the scientific peer review process, in which authors of varying ability invest to produce papers of varying quality, and journals evaluate papers based on a noisy signal, choosing to accept or reject each paper.…

综合经济学 · 经济学 2025-10-07 Raphael Mu

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…

计算机与社会 · 计算机科学 2025-12-02 Uchswas Paul , Ananya Mantravadi , Jash Shah , Shail Shah , Sri Vaishnavi Mylavarapu , M Parvez Rashid , Edward Gehringer

The software engineering research community faces a systemic crisis: peer review is failing under growing submissions, misaligned incentives, and reviewer fatigue. Community surveys reveal that researchers perceive the process as "broken."…

多智能体系统 · 计算机科学 2026-01-28 Ahmad Farooq , Kamran Iqbal