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How much large language models (LLMs) can aid scientific discovery, notably in assisting academic peer review, is in heated debate. Between a literature digest and a human-comparable research assistant lies their practical application…

Computation and Language · Computer Science 2025-08-19 Tianyi Li , Yu Qin , Olivia R. Liu Sheng

Research funding and reputation in the UK have, for over two decades, been increasingly dependent on a regular peer-review of all UK departments. This is to move to a system more based on bibliometrics. Assessment exercises of this kind…

Methodology · Statistics 2009-10-20 Bernard W. Silverman

Classifying researchers according to the quality of their published work rather than the quantity is a curtail issue. We attempt to introduce a new formula of the percentage range to be used for evaluating qualitatively the researchers'…

Digital Libraries · Computer Science 2013-05-28 Mahmoud Abdel-Aty

Authorship ethics is a central topic of discussion in research ethics fora. There are various guidelines for authorship (i.e., naming and order). It is not easy to decide the authorship in the presence of varying authorship guidelines. This…

Software Engineering · Computer Science 2021-03-29 Nasir Mehmood Minhas

It is important to explore how scientists decide their research agenda and the corresponding consequences, as their decisions collectively shape contemporary science. There are studies focusing on the overall performance of individuals with…

Physics and Society · Physics 2025-04-15 Xiaoyao Yu , Boleslaw K. Szymanski , Tao Jia

Peer review is a core element of the scientific process, particularly in conference-centered fields such as ML and NLP. However, only few studies have evaluated its properties empirically. Aiming to fill this gap, we present a corpus that…

Computation and Language · Computer Science 2019-03-29 Yang Gao , Steffen Eger , Ilia Kuznetsov , Iryna Gurevych , Yusuke Miyao

Large language models (LLMs) are gaining increasing popularity in both academia and industry, owing to their unprecedented performance in various applications. As LLMs continue to play a vital role in both research and daily use, their…

Computation and Language · Computer Science 2024-01-01 Yupeng Chang , Xu Wang , Jindong Wang , Yuan Wu , Linyi Yang , Kaijie Zhu , Hao Chen , Xiaoyuan Yi , Cunxiang Wang , Yidong Wang , Wei Ye , Yue Zhang , Yi Chang , Philip S. Yu , Qiang Yang , Xing Xie

Why do some things succeed in the marketplace of ideas? While some argue that content drives success, others suggest that style, or the way ideas are presented, also plays an important role. To provide a stringent test of style's…

Computation and Language · Computer Science 2022-01-11 Reihane Boghrati , Jonah Berger , Grant Packard

Algorithmic decision-making (ADM) increasingly shapes people's daily lives. Given that such autonomous systems can cause severe harm to individuals and social groups, fairness concerns have arisen. A human-centric approach demanded by…

Human-Computer Interaction · Computer Science 2021-03-23 Christopher Starke , Janine Baleis , Birte Keller , Frank Marcinkowski

AI research pipelines can now generate academic work that may satisfy existing peer review standards for quality, novelty, and methodological rigor. However, the publication system was built around the assumption that research is produced…

Artificial Intelligence · Computer Science 2026-05-13 Yang Lu , Rabimba Karanjai , Lei Xu , Weidong Shi

Organizational knowledge bases are moving from passive archives to active entities in the flow of people's work. We are seeing machine learning used to enable systems that both collect and surface information as people are working, making…

Human-Computer Interaction · Computer Science 2022-09-09 Ida Larsen-Ledet , Bhaskar Mitra , Siân Lindley

Outlooks of particle physics researchers on their careers and the general challenges in establishing their careers over different career stages are surveyed using a questionnaire distributed to participants in an ERC-funded research…

Physics Education · Physics 2020-01-07 Kristin Lohwasser

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

In this work, we aim to understand the mechanisms driving academic collaboration. We begin by building a model for how researchers split their effort between multiple papers, and how collaboration affects the number of citations a paper…

Social and Information Networks · Computer Science 2014-07-10 Graham Cormode , Qiang Ma , S. Muthukrishnan , Brian Thompson

Strategic behavior is a fundamental problem in a variety of real-world applications that require some form of peer assessment, such as peer grading of homeworks, grant proposal review, conference peer review of scientific papers, and peer…

Computer Science and Game Theory · Computer Science 2022-08-30 Komal Dhull , Steven Jecmen , Pravesh Kothari , Nihar B. Shah

While some research fields have a long history of collaborating with domain experts outside academia, many quantitative researchers do not have natural avenues to meet experts in areas where the research is later deployed. We explain how…

Human-Computer Interaction · Computer Science 2024-09-18 Mayra Russo , Mackenzie Jorgensen , Kristen M. Scott , Wendy Xu , Di H. Nguyen , Jessie Finocchiaro , Matthew Olckers

Citation metrics are becoming pervasive in the quantitative evaluation of scholars, journals and institutions. More then ever before, hiring, promotion, and funding decisions rely on a variety of impact metrics that cannot disentangle…

Digital Libraries · Computer Science 2015-09-03 Jasleen Kaur , Emilio Ferrara , Filippo Menczer , Alessandro Flammini , Filippo Radicchi

Artificial intelligence (AI) has transformed various sectors and institutions, including education and healthcare. Although AI offers immense potential for innovation and problem solving, its integration also raises significant ethical…

Computers and Society · Computer Science 2024-12-05 William Franz Lamberti

Scientific contribution and research performance of a university, research group, or institute needs to be evaluated all the more with the increasing volume and fast-developing disciplines of research. The need of the time is to develop…

Digital Libraries · Computer Science 2022-02-15 Muhammad Bilal Ibrahim , Saeed-Ul Hassan