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Predicting highly-cited papers is a long-standing challenge due to the complex interactions of research content, scholarly communities, and temporal dynamics. Recent advances in large language models (LLMs) raise the question of whether…

Applications · Statistics 2026-01-21 Zhanshuo Ye , Yiming Hou , Rui Pan , Tianchen Gao , Hansheng Wang

Academic publishers claim that they add value to scholarly communications by coordinating reviews and contributing and enhancing text during publication. These contributions come at a considerable cost: U.S. academic libraries paid $1.7…

Digital Libraries · Computer Science 2016-04-20 Martin Klein , Peter Broadwell , Sharon E. Farb , Todd Grappone

The promising performances of CNNs often overshadow the need to examine whether they are doing in the way we are actually interested. We show through experiments that even over-parameterized models would still solve a dataset by recklessly…

Computer Vision and Pattern Recognition · Computer Science 2022-05-24 Xuan Cheng , Tianshu Xie , Xiaomin Wang , Jiali Deng , Minghui Liu , Ming Liu

Academic publishers claim that they add value to scholarly communications by coordinating reviews and contributing and enhancing text during publication. These contributions come at a considerable cost: U.S. academic libraries paid $1.7…

Digital Libraries · Computer Science 2018-03-28 Martin Klein , Peter Broadwell , Sharon E. Farb , Todd Grappone

Research has continued to shed light on the extent and significance of gender disparity in social, cultural and economic spheres. More recently, computational tools from the Natural Language Processing (NLP) literature have been proposed…

Computers and Society · Computer Science 2022-04-13 Akarsh Nagaraj , Mayank Kejriwal

As science advances, the academic community has published millions of research papers. Researchers devote time and effort to search relevant manuscripts when writing a paper or simply to keep up with current research. In this paper, we…

Information Retrieval · Computer Science 2019-01-01 Haofeng Jia , Erik Saule

In post-publication peer review, scientific contributions are first published in open-access forums, such as arXiv or other digital libraries, and are subsequently reviewed and possibly ranked and/or evaluated. Compared to the classical…

Digital Libraries · Computer Science 2017-05-09 Luca de Alfaro , Marco Faella

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

In the era of big science, many national governments are helping to build well-funded teams of scientists to serve nationalistic ambitions, providing financial incentives for certain outcomes for purposes other than advancing science. That…

Digital Libraries · Computer Science 2025-03-18 Aksheytha Chelikavada , Casey C. Bennett

Fairness-aware learning aims to mitigate discrimination against specific protected social groups (e.g., those categorized by gender, ethnicity, age) while minimizing predictive performance loss. Despite efforts to improve fairness in…

Machine Learning · Computer Science 2025-05-02 Kewen Peng , Yicheng Yang , Hao Zhuo

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

A key type of resource needed to address global inequalities in knowledge production and dissemination is a tool that can support journals in understanding how knowledge circulates. The absence of such a tool has resulted in comparatively…

Computation and Language · Computer Science 2025-05-23 Parth Sarin , Juan Pablo Alperin

A public preprint server such as arXiv allows authors to publish their manuscripts before submitting them to journals for peer review. It offers the chance to establish priority by making the results available upon completion. This article…

Digital Libraries · Computer Science 2014-11-10 Valeria Aman

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

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

Despite frequent double-blind review, systemic biases related to author demographics still disadvantage underrepresented groups. We start from a simple hypothesis: if a post-review recommender is trained with an explicit fairness…

Machine Learning · Computer Science 2026-03-03 Uttamasha Anjally Oyshi , Susan Gauch

The advent of large language models (LLMs) offers unprecedented opportunities to reimagine peer review beyond the constraints of traditional workflows. Despite these opportunities, prior efforts have largely focused on replicating…

Computation and Language · Computer Science 2025-09-26 Yaohui Zhang , Haijing Zhang , Wenlong Ji , Tianyu Hua , Nick Haber , Hancheng Cao , Weixin Liang

We present the problem of finding comparable researchers for any given researcher. This problem has many motivations. Firstly, know thyself. The answers of where we stand among research community and who we are most alike may not be easily…

Digital Libraries · Computer Science 2014-07-08 Graham Cormode , S. Muthukrishnan , Jinyun Yan

Peer review is an essential process to determine the quality of papers submitted to scientific conferences or journals. However, it is subjective and prone to biases. Several studies have been conducted to apply techniques from NLP to…

Artificial Intelligence · Computer Science 2025-02-19 Purin Sukpanichnant , Anna Rapberger , Francesca Toni

Preprint repositories become central infrastructures for scholarly communication. Their expansion transforms how research is circulated and evaluated before journal publication. Generative large language models (LLMs) introduce a further…

Computers and Society · Computer Science 2025-10-22 Minfeng Qi , Zhongmin Cao , Qin Wang , Ningran Li , Tianqing Zhu