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In the past, several works have investigated ways for combining quantitative and qualitative methods in research assessment exercises. In this work, we aim at introducing a methodology to explore whether citation-based metrics, calculated…

Digital Libraries · Computer Science 2021-06-11 Federica Bologna , Angelo Di Iorio , Silvio Peroni , Francesco Poggi

Artificial intelligence is reshaping the organization and practice of research in ways that extend far beyond gains in productivity. AI systems now accelerate discovery, reorganize scholarly labour, and mediate access to expanding…

Computers and Society · Computer Science 2026-01-12 Simon Chesterman , Loy Hui Chieh

The rapid adoption of generative AI tools is reshaping how scholars produce and communicate knowledge, raising questions about who benefits and who is left behind. We analyze over 230,000 Scopus-indexed computer science articles between…

Computers and Society · Computer Science 2025-09-11 Farhan Kamrul Khan , Hazem Ibrahim , Nouar Aldahoul , Talal Rahwan , Yasir Zaki

Background: Large language models are typically evaluated as models, benchmarks, or short conversational episodes. Less is known about what happens when an agent is embedded persistently in a real academic research environment with durable…

Multiagent Systems · Computer Science 2026-05-27 Anas H. Alzahrani

Citation analysis is used extensively in the bibliometrics literature to assess the impact of individual works, researchers, institutions, and even entire fields of study. In this paper, we analyze citations in one large and influential…

Digital Libraries · Computer Science 2023-01-31 Eitan Frachtenberg

Despite AI tools becoming increasingly embedded in academic practice, little is known about how university students integrate them into their writing processes. We examine how students engage with AI across different writing tasks, and how…

Human-Computer Interaction · Computer Science 2026-04-29 Silvia Bodei , Duncan P. Brumby , Katie Fisher , Jon Mella

With the European Union's Artificial Intelligence Act taking effect on 1 August 2024, high-risk AI applications must adhere to stringent transparency and fairness standards. This paper addresses a crucial question: how can we scientifically…

Applications · Statistics 2024-09-09 Shiqi Fang , Zexun Chen , Jake Ansell

Reference lists in scholarly manuscripts frequently contain errors, including incorrect identifiers, incomplete metadata, misattributed authors, and mismatches between preprint and published versions. These problems are tedious to repair…

Digital Libraries · Computer Science 2026-03-19 Junhyeok Lee

This pioneering study explores students' perceptions of AI-giarism, an emergent form of academic dishonesty involving AI and plagiarism, within the higher education context. A survey, undertaken by 393 undergraduate and postgraduate…

Computers and Society · Computer Science 2023-06-13 Cecilia Ka Yuk Chan

Google AI Overviews (AIOs) are arguably the most widely encountered deployment of generative AI, reaching over 2 billion users who may not realize the answers they see are AI-generated. Where search engines have traditionally surfaced…

Computers and Society · Computer Science 2026-05-15 Haofei Xu , Umar Iqbal , Jacob M. Montgomery

Grading in large undergraduate STEM courses often yields minimal feedback due to heavy instructional workloads. We present a large-scale empirical study of AI grading on real, handwritten single-variable calculus work from UC Irvine. Using…

Machine Learning · Computer Science 2026-03-03 Zhiqi Yu , Xingping Liu , Haobin Mao , Mingshuo Liu , Long Chen , Jack Xin , Yifeng Yu

Citation analysis is one of the most frequently used methods in research evaluation. We are seeing significant growth in citation analysis through bibliometric metadata, primarily due to the availability of citation databases such as the…

Digital Libraries · Computer Science 2020-09-01 Sehrish Iqbal , Saeed-Ul Hassan , Naif Radi Aljohani , Salem Alelyani , Raheel Nawaz , Lutz Bornmann

The evaluation of academic theses is a cornerstone of higher education, ensuring rigor and integrity. Traditional methods, though effective, are time-consuming and subject to evaluator variability. This paper presents RubiSCoT, an…

Artificial Intelligence · Computer Science 2025-11-24 Thorsten Fröhlich , Tim Schlippe

This study presents a bibliometric analysis of industry--academia collaboration in artificial intelligence (AI) research, focusing on papers from two major international conferences, AAAI and IJCAI, from 2010 to 2023. Most previous studies…

Digital Libraries · Computer Science 2025-10-03 Kazuhiro Yamauchi , Marie Katsurai

Objective: Systematic reviews of scholarly documents often provide complete and exhaustive summaries of literature relevant to a research question. However, well-done systematic reviews are expensive, time-demanding, and labor-intensive.…

Computation and Language · Computer Science 2020-12-15 Xiaoxiao Li , Rabah Al-Zaidy , Amy Zhang , Stefan Baral , Le Bao , C. Lee Giles

Intelligent tutoring systems have long enabled automated immediate feedback on student work when it is presented in a tightly structured format and when problems are very constrained, but reliably assessing free-form mathematical reasoning…

Computers and Society · Computer Science 2026-01-08 Aron Gohr , Marie-Amelie Lawn , Kevin Gao , Inigo Serjeant , Stephen Heslip

Systematic literature review is essential for evidence-based medicine, requiring comprehensive analysis of clinical trial publications. However, the application of artificial intelligence (AI) models for medical literature mining has been…

AI systems increasingly shape high-stakes decisions in healthcare, law, defense, and education, yet existing governance paradigms -- AI Ethics, AI Safety, and AI Alignment -- share a common limitation: they evaluate outcomes rather than…

Artificial Intelligence · Computer Science 2026-04-14 Seulki Lee

To enable human oversight, agentic AI systems often provide a trace of reasoning and action steps. Designing traces to have an informative, but not overwhelming, level of detail remains a critical challenge. In three user studies on a…

Human-Computer Interaction · Computer Science 2026-02-20 Madeleine Grunde-McLaughlin , Hussein Mozannar , Maya Murad , Jingya Chen , Saleema Amershi , Adam Fourney

AI agents have the potential to aid users on a variety of consequential tasks, including conducting scientific research. To spur the development of useful agents, we need benchmarks that are challenging, but more crucially, directly…

Computation and Language · Computer Science 2024-09-18 Zachary S. Siegel , Sayash Kapoor , Nitya Nagdir , Benedikt Stroebl , Arvind Narayanan