English
Related papers

Related papers: When AI reviews science: Can we trust the referee?

200 papers

The automation of scientific discovery has been a long-standing goal within the research community, driven by the potential to accelerate knowledge creation. While significant progress has been made using commercial large language models…

Computation and Language · Computer Science 2025-03-11 Yixuan Weng , Minjun Zhu , Guangsheng Bao , Hongbo Zhang , Jindong Wang , Yue Zhang , Linyi Yang

Objective: This study aims to summarize the usage of Large Language Models (LLMs) in the process of creating a scientific review. We look at the range of stages in a review that can be automated and assess the current state-of-the-art…

Digital Libraries · Computer Science 2025-05-16 Dmitry Scherbakov , Nina Hubig , Vinita Jansari , Alexander Bakumenko , Leslie A. Lenert

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

Mental health is a growing global concern, prompting interest in AI-driven solutions to expand access to psychosocial support. \emph{Peer support}, grounded in lived experience, offers a valuable complement to professional care. However,…

Human-Computer Interaction · Computer Science 2026-04-10 Kellie Yu Hui Sim , Roy Ka-Wei Lee , Kenny Tsu Wei Choo

Survey research is a fundamental empirical method in software engineering, enabling the systematic collection of data on professional practices, perceptions, and experiences. However, recent advances in large language models (LLMs) have…

Software Engineering · Computer Science 2025-12-22 Ronnie de Souza Santos , Italo Santos , Maria Teresa Baldassarre , Cleyton Magalhaes , Mairieli Wessel

This report aims to evaluate the performance of large language models (LLMs) in solving high school science questions and to explore their potential applications in the educational field. With the rapid development of LLMs in the field of…

Computation and Language · Computer Science 2025-05-02 Zhu Jiawei , Chen Wei

Large language models (LLMs) have demonstrated strong potential in performing automatic scoring for constructed response assessments. While constructed responses graded by humans are usually based on given grading rubrics, the methods by…

Computation and Language · Computer Science 2025-02-24 Xuansheng Wu , Padmaja Pravin Saraf , Gyeonggeon Lee , Ehsan Latif , Ninghao Liu , Xiaoming Zhai

The rise of misinformation underscores the need for scalable and reliable fact-checking solutions. Large language models (LLMs) hold promise in automating fact verification, yet their effectiveness across global contexts remains uncertain.…

Social and Information Networks · Computer Science 2025-09-11 Ihsan A. Qazi , Zohaib Khan , Abdullah Ghani , Agha A. Raza , Zafar A. Qazi , Wassay Sajjad , Ayesha Ali , Asher Javaid , Muhammad Abdullah Sohail , Abdul H. Azeemi

This paper explores the implications of universities' rapid adoption of large language models (LLMs) for studying, teaching, and research by analyzing the logics underpinning their representation space. It argues that by uncritically…

Computers and Society · Computer Science 2025-05-07 Katia Schwerzmann

The era of Big Science has long been defined by increasingly large and specialized research teams pushing the frontiers of knowledge. However, recent advances in artificial intelligence (AI), particularly large language models (LLMs), are…

Computers and Society · Computer Science 2026-05-28 Haoyang Wang , Mingze Zhang , Yi Bu , Star Xing Zhao , Meijun Liu

The exponential growth of text-based data in domains such as healthcare, education, and social sciences has outpaced the capacity of traditional qualitative analysis methods, which are time-intensive and prone to subjectivity. Large…

Recent advances in large language models (LLMs) have fueled the vision of automated scientific discovery, often called AI Co-Scientists. To date, prior work casts these systems as generative co-authors responsible for crafting hypotheses,…

Computation and Language · Computer Science 2025-05-20 Guijin Son , Jiwoo Hong , Honglu Fan , Heejeong Nam , Hyunwoo Ko , Seungwon Lim , Jinyeop Song , Jinha Choi , Gonçalo Paulo , Youngjae Yu , Stella Biderman

The advancement of large language models (LLMs) has outpaced traditional evaluation methodologies. This progress presents novel challenges, such as measuring human-like psychological constructs, moving beyond static and task-specific…

Computation and Language · Computer Science 2026-03-12 Haoran Ye , Jing Jin , Yuhang Xie , Xin Zhang , Guojie Song

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

Rapid advancements in large language models have unlocked remarkable capabilities when it comes to processing and summarizing unstructured text data. This has implications for the analysis of rich, open-ended datasets, such as survey…

Scientific discovery begins with ideas, yet evaluating early-stage research concepts is a subtle and subjective human judgment. As large language models (LLMs) are increasingly tasked with generating scientific hypotheses, most systems…

Human-Computer Interaction · Computer Science 2026-03-26 Lingyu Zhang , Mitchell Wang , Boyuan Chen

Grading assessments is time-consuming and prone to human bias. Students may experience delays in receiving feedback that may not be tailored to their expectations or needs. Harnessing AI in education can be effective for grading…

Physics Education · Physics 2025-12-01 Ryan Mok , Faraaz Akhtar , Louis Clare , Christine Li , Jun Ida , Lewis Ross , Mario Campanelli

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…

Digital Libraries · Computer Science 2019-10-09 Cristina-Iulia Bucur , Tobias Kuhn , Davide Ceolin

Currently, there is a trend for the wider public to rely on LLMs for financial or legal consultation, medical and mental support (Chatterji et al., 2025), often accepting the advice provided without necessarily seeking logical verification…

Computers and Society · Computer Science 2026-05-01 Johan F. Hoorn , Ella-Jenna Oosterglorenwoud

Evaluating teaching effectiveness at scale remains a persistent challenge for large universities, particularly within engineering programs that enroll tens of thousands of students. Traditional methods, such as manual review of student…

Computers and Society · Computer Science 2025-08-06 Jean-Francois Chamberland , Martin C. Carlisle , Arul Jayaraman , Krishna R. Narayanan , Sunay Palsole , Karan Watson