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Academic writing is an indispensable yet laborious part of the research enterprise. This Perspective maps out principles and methods for using generative artificial intelligence (AI), specifically large language models (LLMs), to elevate…

Computers and Society · Computer Science 2026-04-07 Zhicheng Lin

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…

Evaluating AI-generated reviews by verdict agreement is widely recognized as insufficient, yet current alternatives rarely audit which concerns a system identifies, how it prioritizes them, or whether those priorities align with the review…

Artificial Intelligence · Computer Science 2026-04-23 Ming Jin

How can we distinguish whether a peer review was written by a human or generated by an AI model? We argue that, in this setting, authorship should not be attributed solely from the textual features of a review, but also from the ideas,…

Computation and Language · Computer Science 2026-05-22 André V. Duarte , Brian Tufts , Aditya Oke , Fei Fang , Arlindo L. Oliveira , Lei Li

AI systems powered by large language models can act as capable assistants for writing and editing. In these tasks, the AI system acts as a co-creative partner, making novel contributions to an artifact-under-creation alongside its human…

Human-Computer Interaction · Computer Science 2025-02-26 Jessica He , Stephanie Houde , Justin D. Weisz

Scientific research is being reshaped by AI systems that move beyond isolated assistance toward longer-horizon workflows spanning literature grounding, hypothesis generation, experimentation, validation, reporting, and revision. This shift…

Purpose: The governance of artificial iintelligence (AI) systems requires a structured approach that connects high-level regulatory principles with practical implementation. Existing frameworks lack clarity on how regulations translate into…

Computers and Society · Computer Science 2025-09-16 Avinash Agarwal , Manisha J. Nene

Increased adoption of artificial intelligence (AI) systems into scientific workflows will result in an increasing technical debt as the distance between the data scientists and engineers who develop AI system components and scientists,…

Artificial Intelligence · Computer Science 2021-03-08 Iain Barclay , Harrison Taylor , Alun Preece , Ian Taylor , Dinesh Verma , Geeth de Mel

AI systems can now cheaply generate plausible scientific artifacts such as papers, reviews, and surveys. This creates a risk of \emph{epistemic pollution} in our scientific systems, where unreliable but plausible-looking artifacts can…

Computers and Society · Computer Science 2026-05-12 Jiaqi W. Ma

The history of science and technology shows that seemingly innocuous developments in scientific theories and research have enabled real-world applications with significant negative consequences for humanity. In order to ensure that the…

Computers and Society · Computer Science 2020-10-06 Abhishek Gupta , Camylle Lanteigne , Victoria Heath

Artificial intelligence (AI) is reshaping how research is conceived, conducted, and communicated across fields from chemistry to biomedicine. This commentary examines how AI is transforming the research workflow. AI systems now help…

Artificial Intelligence · Computer Science 2025-11-14 Maksim E. Eren , Dorianis M. Perez

The widespread adoption of generative artificial intelligence (GenAI) tools in higher education has fundamentally altered the conditions under which academic work is produced, challenging long-standing assumptions about authorship,…

Computers and Society · Computer Science 2026-04-07 David M. Pereira

Artificial intelligence (AI) represents a qualitative shift in technological change by extending cognitive labor itself rather than merely automating routine tasks. Recent evidence shows that generative AI disproportionately affects highly…

Artificial Intelligence · Computer Science 2026-02-23 Alok Khatri , Bishesh Khanal

The growing AI field faces trust, transparency, fairness, and discrimination challenges. Despite the need for new regulations, there is a mismatch between regulatory science and AI, preventing a consistent framework. A five-layer nested…

Computers and Society · Computer Science 2024-08-27 Akshat Dubey , Zewen Yang , Georges Hattab

We propose a learning analytics-based methodology for assessing the collaborative writing of humans and generative artificial intelligence. Framed by the evidence-centered design, we used elements of knowledge-telling, knowledge…

Human-Computer Interaction · Computer Science 2024-01-18 Yixin Cheng , Kayley Lyons , Guanliang Chen , Dragan Gasevic , Zachari Swiecki

Generative Artificial Intelligence (AI) is enabling unprecedented automation in content creation and decision support, but it also raises novel risks. This paper presents a first-principles risk assessment framework underlying the IEEE…

Computers and Society · Computer Science 2025-11-21 Richard J. Tong , Marina Cortês , Jeanine A. DeFalco , Mark Underwood , Janusz Zalewski

Editors and reviewers are expected to ensure that manuscripts cite relevant, accurate, current, and ethically appropriate literature, yet manuscript-level citation auditing remains largely manual, fragmented, and difficult to scale.…

Evaluating creative text generation remains a challenge because existing reference-based metrics fail to capture the subjective nature of creativity. We propose a structured evaluation framework for AI story generation comprising four…

Computation and Language · Computer Science 2026-01-08 Pharath Sathya , Yin Jou Huang , Fei Cheng

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

We present components of an AI-assisted academic writing system including citation recommendation and introduction writing. The system recommends citations by considering the user's current document context to provide relevant suggestions.…

Artificial Intelligence · Computer Science 2025-03-19 Daniel J. Liebling , Malcolm Kane , Madeleine Grunde-Mclaughlin , Ian J. Lang , Subhashini Venugopalan , Michael P. Brenner