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Text-generating AI technology has the potential to revolutionize writing education. However, current AI writing-support tools are limited to providing linear feedback to users. In this work, we demonstrate how text-generating AI can be…

Human-Computer Interaction · Computer Science 2023-04-24 Tae Wook Kim , Quan Tan

Novice and expert users have different systematic preferences in task-oriented dialogues. However, whether catering to these preferences actually improves user experience and task performance remains understudied. To investigate the effects…

Human-Computer Interaction · Computer Science 2025-12-01 Li Siyan , Jason Zhang , Akash Maharaj , Yuanming Shi , Yunyao Li

This paper evaluated the effectiveness of using generative AI to simplify science communication and enhance the public's understanding of science. By comparing lay summaries of journal articles from PNAS, yoked to those generated by AI,…

Computation and Language · Computer Science 2024-08-29 David M. Markowitz

With AI-generated content becoming ubiquitous across the web, social media, and other digital platforms, it is vital to examine how such content are inspired and generated. The creation of AI-generated images often involves refining the…

Artificial Intelligence · Computer Science 2025-04-30 Khoi Trinh , Scott Seidenberger , Raveen Wijewickrama , Murtuza Jadliwala , Anindya Maiti

This literature review identifies indicators that associate with higher impact or higher quality research from article text (e.g., titles, abstracts, lengths, cited references and readability) or metadata (e.g., the number of authors,…

Digital Libraries · Computer Science 2022-12-14 Kayvan Kousha , Mike Thelwall

With the rapid advancement of AI models, their deployment across diverse tasks has become increasingly widespread. A notable emerging application is leveraging AI models to assist in reviewing scientific papers. However, recent reports have…

Computation and Language · Computer Science 2025-11-04 Qin Zhou , Zhexin Zhang , Zhi Li , Limin Sun

Code review is a critical software engineering practice where developers review code changes before integration to ensure code quality, detect defects, and improve maintainability. In recent years, AI agents that can understand code…

Software Engineering · Computer Science 2026-03-18 Suzhen Zhong , Shayan Noei , Ying Zou , Bram Adams

In AI-assisted decision-making, it is crucial but challenging for humans to appropriately rely on AI, especially in high-stakes domains such as finance and healthcare. This paper addresses this problem from a human-centered perspective by…

Human-Computer Interaction · Computer Science 2025-02-21 Takehiro Takayanagi , Ryuji Hashimoto , Chung-Chi Chen , Kiyoshi Izumi

Peer reviewing is a central process in modern research and essential for ensuring high quality and reliability of published work. At the same time, it is a time-consuming process and increasing interest in emerging fields often results in a…

Computers and Society · Computer Science 2020-12-15 Michael Fromm , Evgeniy Faerman , Max Berrendorf , Siddharth Bhargava , Ruoxia Qi , Yao Zhang , Lukas Dennert , Sophia Selle , Yang Mao , Thomas Seidl

Pre-print repositories have seen a significant increase in use over the past fifteen years across multiple research domains. Researchers are beginning to develop applications capable of using these repositories to assist the scientific…

Digital Libraries · Computer Science 2007-05-23 Marko A. Rodriguez , Johan Bollen , Herbert Van de Sompel

Peer review is at the heart of modern science. As submission numbers rise and research communities grow, the decline in review quality is a popular narrative and a common concern. Yet, is it true? Review quality is difficult to measure, and…

Computation and Language · Computer Science 2026-01-22 Ilia Kuznetsov , Rohan Nayak , Alla Rozovskaya , Iryna Gurevych

Written reflective practice is a regular exercise pre-service teachers perform during their higher education. Usually, their lecturers are expected to provide individual feedback, which can be a challenging task to perform on a regular…

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

With the increasing amount of problematic peer reviews in top AI conferences, the community is urgently in need of automatic quality control measures. In this paper, we restrict our attention to substantiation -- one popular quality aspect…

Computation and Language · Computer Science 2023-11-21 Yanzhu Guo , Guokan Shang , Virgile Rennard , Michalis Vazirgiannis , Chloé Clavel

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

Scholars present their new research at seminars and conferences, and send drafts to peers, hoping to receive comments and suggestions that will improve the quality of their work. Using a dataset of papers published in economics journals,…

General Economics · Economics 2020-02-17 Asier Minondo

There has been a lively debate in many fields, including statistics and related applied fields such as psychology and biomedical research, on possible reforms of the scholarly publishing system. Currently, referees contribute so much to…

Other Statistics · Statistics 2012-05-22 Nicolas Chopin , Andrew Gelman , Kerrie L. Mengersen , Christian P. Robert

"AI slop", that is, low-quality AI-generated content, is increasingly affecting software development, from generated code and pull requests to documentation and bug reports. However, there is limited empirical research on how developers…

Software Engineering · Computer Science 2026-03-31 Sebastian Baltes , Marc Cheong , Christoph Treude

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…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Jing Yang , Qiyao Wei , Jiaxin Pei

Machine learning (ML) and artificial intelligence (AI) conferences including NeurIPS and ICML have experienced a significant decline in peer review quality in recent years. To address this growing challenge, we introduce the Isotonic…

Machine Learning · Computer Science 2025-11-04 Weijie Su
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