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This paper reconceptualises peer review as structured public commentary. Traditional academic validation is hindered by anonymity, latency, and gatekeeping. We propose a transparent, identity-linked, and reproducible system of scholarly…

Computers and Society · Computer Science 2025-07-01 Craig Steven Wright

Scientific publishing is the means by which we communicate and share scientific knowledge, but this process currently often lacks transparency and machine-interpretable representations. Scientific articles are published in long…

Digital Libraries · Computer Science 2020-06-12 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

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 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 plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

Computation and Language · Computer Science 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang

Automated writing evaluation systems can improve students' writing insofar as students attend to the feedback provided and revise their essay drafts in ways aligned with such feedback. Existing research on revision of argumentative writing…

Computation and Language · Computer Science 2021-07-16 Tazin Afrin , Elaine Wang , Diane Litman , Lindsay C. Matsumura , Richard Correnti

Despite peer-reviewing being an essential component of academia since the 1600s, it has repeatedly received criticisms for lack of transparency and consistency. We posit that recent work in machine learning and explainable AI provide tools…

Computation and Language · Computer Science 2021-04-16 Panagiotis Fytas , Georgios Rizos , Lucia Specia

Everyday, a vast stream of research documents is submitted to conferences, anthologies, journals, newsletters, annual reports, daily papers, and various periodicals. Many such publications use independent external specialists to review…

Digital Libraries · Computer Science 2025-06-27 Tamim Al Mahmud , B M Mainul Hossain , Dilshad Ara

The rapid development of science and technology has been accompanied by an exponential growth in peer-reviewed scientific publications. At the same time, the review of each paper is a laborious process that must be carried out by subject…

Computation and Language · Computer Science 2021-02-02 Weizhe Yuan , Pengfei Liu , Graham Neubig

Large language models are increasingly discussed and used as tools that may assist with scholarly peer review, but empirical evidence regarding how authors use and perceive AI-based feedback remains limited. This paper reports findings from…

Computers and Society · Computer Science 2026-05-19 César Leblanc , Lukas Picek

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

This study examines whether there is any evidence of bias in two areas of common critique of open, non-anonymous peer review - and used in the post-publication, peer review system operated by the open-access scholarly publishing platform…

Digital Libraries · Computer Science 2019-11-11 Mike Thelwall , Verena Weigert , Liz Allen , Zena Nyakoojo , Eleanor-Rose Papas

Peer review shapes which scientific claims enter the published record, but its internal dynamics are hard to measure at scale because reviewer criticism and author revision are usually embedded in long, unstructured correspondence. Here we…

Digital Libraries · Computer Science 2026-04-16 Huihuang Jiang , Heyang Li , Zifan Wang , Ying Fan , An Zeng

With an ever-increasing number of scientific papers published each year, it becomes more difficult for researchers to explore a field that they are not closely familiar with already. This greatly inhibits the potential for…

Machine Learning · Computer Science 2021-06-08 Anna Nikiforovskaya , Nikolai Kapralov , Anna Vlasova , Oleg Shpynov , Aleksei Shpilman

With the advent of Open Science, researchers have started to publish their research artefacts (i. e., data, software, and other products of the investigations) in order to allow others to reproduce their investigations. While this…

Digital Libraries · Computer Science 2019-05-02 Max Schröder , Frank Krüger , Sascha Spors

Peer review is a cornerstone of science. Research communities conduct peer reviews to assess contributions and to improve the overall quality of science work. Every year, new community members are recruited as peer reviewers for the first…

Human-Computer Interaction · Computer Science 2024-02-27 Lu Sun , Aaron Chan , Yun Seo Chang , Steven P. Dow

Traditional closed peer review systems, which have played a central role in scientific publishing, are often slow, costly, non-transparent, stochastic, and possibly subject to biases - factors that can impede scientific progress and…

Social and Information Networks · Computer Science 2025-10-03 Andrii Zahorodnii , Jasper J. F. van den Bosch , Ian Charest , Christopher Summerfield , Ila R. Fiete

To help researchers conduct a systematic review or meta-analysis as efficiently and transparently as possible, we designed a tool (ASReview) to accelerate the step of screening titles and abstracts. For many tasks - including but not…

Many Web portals allow users to associate additional information with existing multimedia resources such as images, audio, and video. However, these portals are usually closed systems and user-generated annotations are almost always kept…

Digital Libraries · Computer Science 2012-02-29 Bernhard Haslhofer , Robert Sanderson , Rainer Simon , Herbert van de Sompel

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…

Digital Libraries · Computer Science 2015-02-10 David L. Mobley , Daniel M. Zuckerman
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