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One justification for preregistering research hypotheses, methods, and analyses is that it improves the transparent evaluation of the severity of hypothesis tests. In this article, I consider two cases in which preregistration does not…

Methodology · Statistics 2025-08-28 Mark Rubin

Preregistration refers to the practice of specifying what you are going to do, and what you expect to find in your study, before carrying out the study. This practice is increasingly common in medicine and psychology, but is rarely…

Computation and Language · Computer Science 2021-03-25 Emiel van Miltenburg , Chris van der Lee , Emiel Krahmer

Van Miltenburg et al. (2021) suggest NLP research should adopt preregistration to prevent fishing expeditions and to promote publication of negative results. At face value, this is a very reasonable suggestion, seemingly solving many…

Computation and Language · Computer Science 2023-02-21 Anders Søgaard , Daniel Hershcovich , Miryam de Lhoneux

Amid rising concerns of reproducibility and generalizability in predictive modeling, we explore the possibility and potential benefits of introducing pre-registration to the field. Despite notable advancements in predictive modeling,…

Machine Learning · Computer Science 2023-12-01 Jake M. Hofman , Angelos Chatzimparmpas , Amit Sharma , Duncan J. Watts , Jessica Hullman

We claim, and present evidence, that allowing arXiv publication before a conference or journal submission benefits researchers, especially early career, as well as the whole scientific community. Specifically, arXiving helps professional…

Digital Libraries · Computer Science 2020-10-13 Dmytro Mishkin , Amy Tabb , Jiri Matas

Open science is increasingly recognised worldwide, with preprint posting emerging as a key strategy. This study explores the factors influencing researchers' adoption of preprint publication, particularly the perceived effectiveness of this…

Digital Libraries · Computer Science 2025-04-29 Pablo Dorta-González , María Isabel Dorta-González

Results from clinical trials can be susceptible to bias if investigators choose their analysis approach after seeing trial data, as this can allow them to perform multiple analyses and then choose the method that provides the most…

Methodology · Statistics 2020-07-17 Brennan C Kahan , Gordon Forbes , Suzie Cro

Preprocessing forms an oft-neglected foundation for a wide range of statistical and scientific analyses. However, it is rife with subtleties and pitfalls. Decisions made in preprocessing constrain all later analyses and are typically…

Statistics Theory · Mathematics 2013-09-27 Alexander W. Blocker , Xiao-Li Meng

Competitive grant funding is associated with high costs and a potential bias to favor conservative research. This comment proposes integrating editorial preregistration, in the form of registered reports, into grant peer review processes as…

Digital Libraries · Computer Science 2025-11-04 Lutz Bornmann , Gerald Schweiger

Comparative simulation studies are workhorse tools for benchmarking statistical methods. As with other empirical studies, the success of simulation studies hinges on the quality of their design, execution and reporting. If not conducted…

Methodology · Statistics 2023-03-10 Samuel Pawel , Lucas Kook , Kelly Reeve

Statistical hypothesis testing serves as statistical evidence for scientific innovation. However, if the reported results are intentionally biased, hypothesis testing no longer controls the rate of false discovery. In particular, we study…

Methodology · Statistics 2018-10-12 Junpei Komiyama , Takanori Maehara

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

Advances in AI, and especially machine learning, are increasingly drawing research interest and efforts towards predictive process monitoring, the subfield of process mining (PM) that concerns predicting next events, process outcomes and…

Artificial Intelligence · Computer Science 2021-07-06 Hans Weytjens , Jochen De Weerdt

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

Across the social and medical sciences, researchers recognize that specifying planned research activities (i.e., 'registration') prior to the commencement of research has benefits for both the transparency and rigour of science. Despite…

Computation and Language · Computer Science 2026-01-21 Jamie Cummins , Beth Clarke , Ian Hussey , Malte Elson

Existing AI disclosure mandates in scholarship require that AI assistance be reported but leave transparency philosophically unspecified: they fix the duty without explaining what the duty serves. We argue that ethical inquiry is…

Computers and Society · Computer Science 2026-05-19 Michele Loi

Reproducibility is a key requirement for scientific progress. It allows the reproduction of the works of others, and, as a consequence, to fully trust the reported claims and results. In this work, we argue that, by facilitating…

Information Retrieval · Computer Science 2021-02-02 Alejandro Bellogín , Alan Said

Research is a fundamental process driving the advancement of human civilization, yet it demands substantial time and effort from researchers. In recent years, the rapid development of artificial intelligence (AI) technologies has inspired…

Artificial Intelligence · Computer Science 2025-11-24 Zekun Zhou , Xiaocheng Feng , Lei Huang , Xiachong Feng , Ziyun Song , Ruihan Chen , Liang Zhao , Weitao Ma , Yuxuan Gu , Baoxin Wang , Dayong Wu , Guoping Hu , Ting Liu , Bing Qin

What is the effect of releasing a preprint of a paper before it is submitted for peer review? No randomized controlled trial has been conducted, so we turn to observational data to answer this question. We use data from the ICLR conference…

Computation and Language · Computer Science 2024-02-21 Yanai Elazar , Jiayao Zhang , David Wadden , Bo Zhang , Noah A. Smith

Preprint is a version of a scientific paper that is publicly distributed preceding formal peer review. Since the launch of arXiv in 1991, preprints have been increasingly distributed over the Internet as opposed to paper copies. It allows…

Digital Libraries · Computer Science 2021-02-19 Boya Xie , Zhihong Shen , Kuansan Wang
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