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Peer review is the cornerstone of scientific publishing, yet it suffers from inconsistencies, reviewer subjectivity, and scalability challenges. We introduce ReviewerToo, a modular framework for studying and deploying AI-assisted peer…

人工智能 · 计算机科学 2025-10-13 Gaurav Sahu , Hugo Larochelle , Laurent Charlin , Christopher Pal

Scientific peer review faces mounting strain as submission volumes surge, making it increasingly difficult to sustain review quality, consistency, and timeliness. Recent advances in AI have led the community to consider its use in peer…

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…

数字图书馆 · 计算机科学 2019-10-09 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

The number of scientific articles produced every year is growing rapidly. Providing quality control over them is crucial for scientists and, ultimately, for the public good. In modern science, this process is largely delegated to peer…

Peer review remains the central quality-control mechanism of science, yet its ability to fulfill this role is increasingly strained. Empirical studies document serious shortcomings: long publication delays, escalating reviewer burden…

While peer review enhances writing and research quality, harsh feedback can frustrate and demotivate authors. Hence, it is essential to explore how critiques should be delivered to motivate authors and enable them to keep iterating their…

人机交互 · 计算机科学 2025-03-14 Chi-Lan Yang , Alarith Uhde , Naomi Yamashita , Hideaki Kuzuoka

Despite AI tools becoming increasingly embedded in academic practice, little is known about how university students integrate them into their writing processes. We examine how students engage with AI across different writing tasks, and how…

人机交互 · 计算机科学 2026-04-29 Silvia Bodei , Duncan P. Brumby , Katie Fisher , Jon Mella

Across scholarly communities, manuscripts face similar evaluative rituals: editors invite experts to privately assess submissions through formal peer reviews. This closed, loosely structured, and publisher-mediated process is now being…

数字图书馆 · 计算机科学 2026-04-21 Jay Patel , Joel Chan

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…

计算机与社会 · 计算机科学 2026-05-19 César Leblanc , Lukas Picek

Peer review is a multi-stage process involving reviews, rebuttals, meta-reviews, final decisions, and subsequent manuscript revisions. Recent advances in large language models (LLMs) have motivated methods that assist or automate different…

计算与语言 · 计算机科学 2026-05-05 Sihong Wu , Owen Jiang , Yilun Zhao , Tiansheng Hu , Yiling Ma , Kaiyan Zhang , Manasi Patwardhan , Arman Cohan

This study presents WriteFlow, an AI voice-based writing assistant designed to support reflective academic writing through goal-oriented interaction. Academic writing involves iterative reflection and evolving goal regulation, yet prior…

人机交互 · 计算机科学 2026-04-20 Yueling Fan , Richard Lee Davis , Olga Viberg

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…

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…

人机交互 · 计算机科学 2026-02-17 Shiping Chen , Shu Zhong , Duncan P. Brumby , Anna L. Cox

The peer review process in major artificial intelligence (AI) conferences faces unprecedented challenges with the surge of paper submissions (exceeding 10,000 submissions per venue), accompanied by growing concerns over review quality and…

人工智能 · 计算机科学 2025-05-09 Jaeho Kim , Yunseok Lee , Seulki Lee

Peer review is the primary means of quality control in academia; as an outcome of a peer review process, program and area chairs make acceptance decisions for each paper based on the review reports and scores they received. Quality of…

计算与语言 · 计算机科学 2022-05-30 Nils Dycke , Edwin Simpson , Ilia Kuznetsov , Iryna Gurevych

The rapid growth of AI conferences is straining an already fragile peer-review system, leading to heavy reviewer workloads, expertise mismatches, inconsistent evaluation standards, superficial or templated reviews, and limited…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Jing Yang , Qiyao Wei , Jiaxin Pei

Peer review is the method employed by the scientific community for evaluating research advancements. In the field of cybersecurity, the practice of double-blind peer review is the de-facto standard. This paper touches on the holy grail of…

密码学与安全 · 计算机科学 2023-09-12 Liang Niu , Nian Xue , Christina Pöpper

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…

物理与社会 · 物理学 2026-02-03 Carl T. Bergstrom , Kevin Gross

Peer review, the bedrock of scientific advancement in machine learning (ML), is strained by a crisis of scale. Exponential growth in manuscript submissions to premier ML venues such as NeurIPS, ICML, and ICLR is outpacing the finite…

人工智能 · 计算机科学 2025-06-30 Qiyao Wei , Samuel Holt , Jing Yang , Markus Wulfmeier , Mihaela van der Schaar

Artificial intelligence (AI) tools are being incorporated into scientific research workflows with the potential to enhance efficiency in tasks such as document analysis, question answering (Q&A), and literature search. However, system…

人工智能 · 计算机科学 2026-05-13 Anthea Dathe , Kiran Hoffmann , Aline Mangold
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