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Peer reviewing is a central component in the scientific publishing process. We present the first public dataset of scientific peer reviews available for research purposes (PeerRead v1) providing an opportunity to study this important…

Computation and Language · Computer Science 2018-04-26 Dongyeop Kang , Waleed Ammar , Bhavana Dalvi , Madeleine van Zuylen , Sebastian Kohlmeier , Eduard Hovy , Roy Schwartz

The rapid growth in submissions to machine learning venues has strained the scientific peer-review system and intensified interest in LLM-based automated peer reviewers. However, how good these systems are actually, especially compared to…

Peer review is a key activity intended to preserve the quality and integrity of scientific publications. However, in practice it is far from perfect. We aim at understanding how reviewers, including those who have won awards for reviewing,…

Software Engineering · Computer Science 2021-06-21 Neil A. Ernst , Jeffrey C. Carver , Daniel Mendez , Marco Torchiano

The Atacama Large Millimeter/submillimeter Array (ALMA) is the world's leading instrument for high-resolution imaging of the 0.3 to 10 mm wavelength sky. This interferometer exemplifies successful international collaboration even down to…

Instrumentation and Methods for Astrophysics · Physics 2025-03-12 Tom Bakx , John Conway

Optimized reviewer assignment can effectively utilize limited intellectual resources and significantly assure review quality in various scenarios such as paper selection in conference or journal, proposal selection in funding agencies and…

Digital Libraries · Computer Science 2014-01-21 Yanqing Wang , Yu Jiang , Xiaolei Wang , Siyu Zhang , Yaowen Liang

AI is reshaping academic research, yet its role in peer review remains polarising and contentious. Advocates see its potential to reduce reviewer burden and improve quality, while critics warn of risks to fairness, accountability, and…

Human-Computer Interaction · Computer Science 2026-02-17 Shiping Chen , Shu Zhong , Duncan P. Brumby , Anna L. Cox

Considering processes of a business in a recommender system is highly advantageous. Although most studies in the business process analysis domain are of descriptive and predictive nature, the feasibility of constructing a process-aware…

Information Retrieval · Computer Science 2022-09-22 Mansoureh Yari Eili , Jalal Rezaeenour , Mohammadreza Fani Sani

We explore how large language models (LLMs) can enhance the proposal selection process at large user facilities, offering a scalable, consistent, and cost-effective alternative to traditional human review. Proposal selection depends on…

Artificial Intelligence · Computer Science 2025-12-12 Lijie Ding , Janell Thomson , Jon Taylor , Changwoo Do

Large Language Models (LLMs) have demonstrated wide-ranging applications across various fields and have shown significant potential in the academic peer-review process. However, existing applications are primarily limited to static review…

Computation and Language · Computer Science 2024-06-11 Cheng Tan , Dongxin Lyu , Siyuan Li , Zhangyang Gao , Jingxuan Wei , Siqi Ma , Zicheng Liu , Stan Z. Li

Assessing writing in large classes for formal or informal learners presents a significant challenge. Consequently, most large classes, particularly in science, rely on objective assessment tools such as multiple-choice quizzes, which have a…

Computation and Language · Computer Science 2025-01-24 Chris Impey , Matthew Wenger , Nikhil Garuda , Shahriar Golchin , Sarah Stamer

Enhancing the reasoning capabilities of large language models (LLMs), particularly for complex tasks requiring multi-step logical deductions, remains a significant challenge. Traditional inference time scaling methods utilize scalar reward…

Computation and Language · Computer Science 2025-03-24 Yansi Li , Jiahao Xu , Tian Liang , Xingyu Chen , Zhiwei He , Qiuzhi Liu , Rui Wang , Zhuosheng Zhang , Zhaopeng Tu , Haitao Mi , Dong Yu

The Atacama Large Millimeter/submillimeter Array remains the largest mm radio interferometer observatory world-wide. It is now conducting its 11th observing cycle. In our previous paper presented at this conference series in 2020, we…

Instrumentation and Methods for Astrophysics · Physics 2024-08-09 Dirk Petry , María Díaz Trigo , Rüdiger Kneissl , Ignacio Toledo , Atsushi Miyazaki , Toshinobu Takagi , Ashley Barnes , Francesca Bonanomi

The Atacama Large Millimeter/submillimeter Array (ALMA), an international partnership of Europe, North America and East Asia in cooperation with the Republic of Chile, is the largest astronomical project in existence. While ALMA's…

Instrumentation and Methods for Astrophysics · Physics 2015-04-29 Felix Stoehr , Mark Lacy , Stéphane Leon , Erik Muller , Alisdair Manning , Christophe Moins , Dustin Jenkins

Peer-review system has long been relied upon for bringing quality research to the notice of the scientific community and also preventing flawed research from entering into the literature. The need for the peer-review system has often been…

Digital Libraries · Computer Science 2016-08-18 Sandipan Sikdar , Matteo Marsili , Niloy Ganguly , Animesh Mukherjee

Accurately grading open-ended assignments in large or massive open online courses (MOOCs) is non-trivial. Peer review is a promising solution but can be unreliable due to few reviewers and an unevaluated review form. To date, no work has 1)…

Computers and Society · Computer Science 2021-08-24 Zachariah J. Beasley , Les A. Piegl , Paul Rosen

Peer review is the backbone of academia and humans constitute a cornerstone of this process, being responsible for reviewing papers and making the final acceptance/rejection decisions. Given that human decision making is known to be…

Human-Computer Interaction · Computer Science 2020-12-01 Ivan Stelmakh , Charvi Rastogi , Nihar B. Shah , Aarti Singh , Hal Daumé

Partial-information multiple access (PIMA) is an orthogonal multiple access (OMA) uplink scheme where time is divided into frames, each composed of two parts. The first part is used to count the number of users with packets to transmit,…

Information Theory · Computer Science 2023-08-07 Alberto Rech , Stefano Tomasin , Lorenzo Vangelista , Cristina Costa

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."…

Multiagent Systems · Computer Science 2026-01-28 Ahmad Farooq , Kamran Iqbal

Scholarly journals rely on peer review to identify the science most worthy of publication. Yet finding willing and qualified reviewers to evaluate manuscripts has become an increasingly challenging task, possibly even threatening the…

Physics and Society · Physics 2026-02-03 Carl T. Bergstrom , Kevin Gross

Several recent investigations indicate the existence of gender-related systematic trends in the peer review of proposals for observations on astronomical facilities. This includes the National Radio Astronomy Observatory (NRAO) where there…

Instrumentation and Methods for Astrophysics · Physics 2021-12-08 Gareth Hunt , Frederic R. Schwab , P. A. Henning , Dana S. Balser