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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

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…

Generative AI (GenAI) use in research writing is growing fast. However, it is unclear how peer reviewers recognize or misjudge AI-augmented manuscripts. To investigate the impact of AI-augmented writing on peer reviews, we conducted a…

Computation and Language · Computer Science 2025-09-22 Hilda Hadan , Derrick Wang , Reza Hadi Mogavi , Joseph Tu , Leah Zhang-Kennedy , Lennart E. Nacke

Peer-review venues have increasingly adopted open reviewing policies that publicly release anonymized reviews and permit public commenting. Venues have adopted a variety of policies, and there is still ongoing debate about the benefits and…

Digital Libraries · Computer Science 2025-12-01 Vishisht Rao , Justin Payan , Andrew McCallum , Nihar B. Shah

Recent advancements in artificial intelligence (AI) systems, including large language models like ChatGPT, offer promise and peril for scholarly peer review. On the one hand, AI can enhance efficiency by addressing issues like long…

Computers and Society · Computer Science 2023-09-25 Laurie A. Schintler , Connie L. McNeely , James Witte

Trust is widely regarded as a critical component to building artificial intelligence (AI) systems that people will use and safely rely upon. As research in this area continues to evolve, it becomes imperative that the research community…

Human-Computer Interaction · Computer Science 2024-10-08 Michaela Benk , Sophie Kerstan , Florian v. Wangenheim , Andrea Ferrario

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…

Human-Computer Interaction · Computer Science 2025-03-14 Chi-Lan Yang , Alarith Uhde , Naomi Yamashita , Hideaki Kuzuoka

This study explores whether labeling AI as "trustworthy" or "reliable" influences user perceptions and acceptance of automotive AI technologies. Using a one-way between-subjects design, the research involved 478 online participants who were…

Human-Computer Interaction · Computer Science 2025-07-15 John Dorsch , Ophelia Deroy

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…

Artificial Intelligence · Computer Science 2025-10-13 Gaurav Sahu , Hugo Larochelle , Laurent Charlin , Christopher Pal

Despite growing interest in using LLMs to generate feedback on students' writing, little is known about how students respond to AI-mediated versus human-provided feedback. We address this gap through a randomized controlled trial in a large…

Human-Computer Interaction · Computer Science 2026-02-25 Xinyi Lu , Kexin Phyllis Ju , Mitchell Dudley , Larissa Sano , Xu Wang

The growing capability of artificial intelligence (AI) leads to its increasing adoption in writing, spurring discussions around whether writers should disclose their AI use in writing. What influences the perceived necessity of disclosure?…

Human-Computer Interaction · Computer Science 2026-05-01 Jingchao Fang , Victoria Xiaohan Wen , Mina Lee

We qualitatively compared literature reviews produced with varying degrees of AI assistance. The same LLM, given the same corpus of 280 papers but different selections, produced dramatically different reviews, from mainstream and…

Computers and Society · Computer Science 2026-03-24 Saadi Lahlou , Annabelle Gouttebroze , Atrina Oraee , Julian Madera

Journals and conferences worry that peer reviews assisted by artificial intelligence (AI), in particular, large language models (LLMs), may negatively influence the validity and fairness of the peer-review system, a cornerstone of modern…

Computers and Society · Computer Science 2024-05-06 Giuseppe Russo Latona , Manoel Horta Ribeiro , Tim R. Davidson , Veniamin Veselovsky , Robert West

Trust is a fundamental concept in human decision-making and collaboration that has long been studied in philosophy and psychology. However, software engineering (SE) articles often use the term trust informally; providing an explicit…

Software Engineering · Computer Science 2026-01-29 Sebastian Baltes , Timo Speith , Brenda Chiteri , Seyedmoein Mohsenimofidi , Shalini Chakraborty , Daniel Buschek

Hundreds of millions of people use artificial intelligence (AI) for writing assistance. Here, we evaluated how AI writing assistance distorts writer personas - their perceived beliefs, personality, and identity. In three large-scale…

Computation and Language · Computer Science 2026-04-27 Paul Röttger , Kobi Hackenburg , Hannah Rose Kirk , Christopher Summerfield

As AI writing support becomes ubiquitous, how disclosing its use affects reader perception remains a critical, underexplored question. We conducted a study with 261 participants to examine how revealing varying levels of AI involvement…

Human-Computer Interaction · Computer Science 2026-01-23 Hiroki Nakano , Jo Takezawa , Fabrice Matulic , Chi-Lan Yang , Koji Yatani

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…

Artificial Intelligence · Computer Science 2026-05-13 Anthea Dathe , Kiran Hoffmann , Aline Mangold

This paper presents a comprehensive analysis of how AI-generated medical responses are perceived and evaluated by non-experts. A total of 300 participants gave evaluations for medical responses that were either written by a medical doctor…

Human-Computer Interaction · Computer Science 2024-08-29 Shruthi Shekar , Pat Pataranutaporn , Chethan Sarabu , Guillermo A. Cecchi , Pattie Maes
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