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The rapid growth of scientific literature demands robust tools for automated survey-generation. However, current large language model (LLM)-based methods often lack in-depth analysis, structural coherence, and reliable citations. To address…

Artificial Intelligence · Computer Science 2025-07-22 Xiaofeng Shi , Qian Kou , Yuduo Li , Ning Tang , Jinxin Xie , Longbin Yu , Songjing Wang , Hua Zhou

As researchers increasingly adopt LLMs as writing assistants, generating high-quality research paper introductions remains both challenging and essential. We introduce Scientific Introduction Generation (SciIG), a task that evaluates LLMs'…

Computation and Language · Computer Science 2025-08-26 Krishna Garg , Firoz Shaik , Sambaran Bandyopadhyay , Cornelia Caragea

ChatGPT has enabled access to AI-generated writing for the masses, and within just a few months, this product has disrupted the knowledge economy, initiating a culture shift in the way people work, learn, and write. The need to discriminate…

Machine Learning · Computer Science 2023-03-30 Heather Desaire , Aleesa E. Chua , Madeline Isom , Romana Jarosova , David Hua

Peer review is a cornerstone of science. Research communities conduct peer reviews to assess contributions and to improve the overall quality of science work. Every year, new community members are recruited as peer reviewers for the first…

Human-Computer Interaction · Computer Science 2024-02-27 Lu Sun , Aaron Chan , Yun Seo Chang , Steven P. Dow

Scientific papers make claims about prior work backed by citations. Verifying those citations at scale (that each cited paper exists, says what the citation claims, and is itself reliable) is structurally beyond what human review can…

Digital Libraries · Computer Science 2026-05-26 Sergey V Samsonau

Numerous AI-assisted scholarly applications have been developed to aid different stages of the research process. We present an analysis of AI-assisted scholarly writing generated with ScholaCite, a tool we built that is designed for…

Computation and Language · Computer Science 2024-02-20 Anna Martin-Boyle , Aahan Tyagi , Marti A. Hearst , Dongyeop Kang

User feedback is becoming an increasingly important source of information for requirements engineering, user interface design, and software engineering in general. Nowadays, user feedback is largely available and easily accessible in social…

Software Engineering · Computer Science 2024-07-23 Walid Maalej , Volodymyr Biryuk , Jialiang Wei , Fabian Panse

Generating scientific manuscripts requires maintaining alignment between narrative reasoning, experimental evidence, and visual artifacts across the document lifecycle. Existing language-model generation pipelines rely on unconstrained text…

Identifying the strengths and limitations of a research paper is a core component of any literature review. However, traditional summaries reflect only the authors' self-presented perspective. Analyzing how other researchers discuss and…

Software Engineering · Computer Science 2026-01-14 Shireesh Reddy Pyreddy , Khaja Valli Pathan , Hasan Masum , Tarannum Shaila Zaman

AI-generated text is proliferating across domains, from creative writing and journalism to marketing content and scientific articles. Models can follow user-provided instructions to generate coherent and grammatically correct outputs but in…

Computation and Language · Computer Science 2025-08-14 Tuhin Chakrabarty , Philippe Laban , Chien-Sheng Wu

The growing need for automated and personalized feedback in programming education has led to recent interest in leveraging generative AI for feedback generation. However, current approaches tend to rely on prompt engineering techniques in…

Computers and Society · Computer Science 2025-09-16 Victor-Alexandru Pădurean , Tung Phung , Nachiket Kotalwar , Michael Liut , Juho Leinonen , Paul Denny , Adish Singla

Large language models (LLMs) are increasingly used in scientific writing but struggle with book-length tasks, often producing inconsistent structure and unreliable citations. We introduce CoAuthorAI, a human-in-the-loop writing system that…

Computation and Language · Computer Science 2026-04-23 Yangjie Tian , Xungang Gu , Yun Zhao , Jiale Yang , Lin Yang , Ning Li , He Zhang , Ruohua Xu , Hua Wang , Kewen Liao , Ming Liu

Peer review underpins scientific progress, but it is increasingly strained by reviewer shortages and growing workloads. Large Language Models (LLMs) can automatically draft reviews now, but determining whether LLM-generated reviews are…

Computation and Language · Computer Science 2025-11-10 Hyungyu Shin , Jingyu Tang , Yoonjoo Lee , Nayoung Kim , Hyunseung Lim , Ji Yong Cho , Hwajung Hong , Moontae Lee , Juho Kim

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

After the launch of ChatGPT v.4 there has been a global vivid discussion on the ability of this artificial intelligence powered platform and some other similar ones for the automatic production of all kinds of texts, including scientific…

Computation and Language · Computer Science 2024-04-16 Javier J. Sanchez-Medina

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

Large Language Models (LLMs) offer novel opportunities for educational applications that have the potential to transform traditional learning for students. Despite AI-enhanced applications having the potential to provide personalized…

Human-Computer Interaction · Computer Science 2025-06-06 Xiaotian Su , Thiemo Wambsganss , Roman Rietsche , Seyed Parsa Neshaei , Tanja Käser

Large language models (LLMs) are increasingly used across the scientific workflow, including to draft peer-review reports. However, many AI-generated reviews are superficial and insufficiently actionable, leaving authors without concrete,…

Computation and Language · Computer Science 2026-04-29 Sihong Wu , Yiling Ma , Yilun Zhao , Tiansheng Hu , Owen Jiang , Manasi Patwardhan , Arman Cohan

Peer review is central to scientific quality, yet reliance on simple heuristics -- lazy thinking -- has lowered standards. Prior work treats lazy thinking detection as a single-label task, but review segments may exhibit multiple issues,…

Computation and Language · Computer Science 2026-02-12 Sukannya Purkayastha , Qile Wan , Anne Lauscher , Lizhen Qu , Iryna Gurevych

Scientific publications are the primary means to communicate research discoveries, where the writing quality is of crucial importance. However, prior work studying the human editing process in this domain mainly focused on the abstract or…

Computation and Language · Computer Science 2022-11-01 Chao Jiang , Wei Xu , Samuel Stevens