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Generative AI (GenAI) has rapidly entered education, yet its user experience is often explained through adoption-oriented constructs such as usefulness, ease of use, and engagement. We argue that these constructs are no longer sufficient…

Computers and Society · Computer Science 2026-03-26 Xiaoming Zhai

The Wikipedia category graph serves as the taxonomic backbone for large-scale knowledge graphs like YAGO or Probase, and has been used extensively for tasks like entity disambiguation or semantic similarity estimation. Wikipedia's…

Information Retrieval · Computer Science 2019-07-01 Nicolas Heist , Heiko Paulheim

This chapter examines the potential of generative AI in enhancing science literacy across the K-16+ grade span, including its benefits as well as the conceptual and practical challenges that doing so presents. It begins with a discussion of…

Computers and Society · Computer Science 2026-03-10 Xiaoming Zhai , James W. Pellegrino , Matias Rojas , Jongchan Park , Matthew Nyaaba , Clayton Cohn , Gautam Biswas

Large Language Models (LLMs) have exhibited impressive generation capabilities, but they suffer from hallucinations when solely relying on their internal knowledge, especially when answering questions that require less commonly known…

Computation and Language · Computer Science 2023-11-01 Wenting Zhao , Ye Liu , Tong Niu , Yao Wan , Philip S. Yu , Shafiq Joty , Yingbo Zhou , Semih Yavuz

AI research pipelines can now generate academic work that may satisfy existing peer review standards for quality, novelty, and methodological rigor. However, the publication system was built around the assumption that research is produced…

Artificial Intelligence · Computer Science 2026-05-13 Yang Lu , Rabimba Karanjai , Lei Xu , Weidong Shi

Generative AI is transforming the provision of expert services. This article uses a series of one-shot experiments to quantify the behavioral, welfare and distribution consequences of large language models (LLMs) on AI-AI, Human-Human,…

General Economics · Economics 2025-09-09 Alexander Erlei

The exponential growth of scientific submissions has strained the peer review system. Despite the rapidly expanding global pool of researchers, this unprecedented scale has rendered the previous approach of manual expert identification…

Context: The advent of Large Language Model-driven tools like ChatGPT offers software engineers an interactive alternative to community question-answering (CQA) platforms like Stack Overflow. While Stack Overflow provides benefits from the…

Software Engineering · Computer Science 2024-10-01 Mohammed Mehedi Hasan , Mahady Hasan , Mamun Bin Ibne Reaz , Jannat Un Nayeem Iqra

We introduce a new reading comprehension dataset, dubbed MultiWikiQA, which covers 306 languages and has 1,220,757 samples in total. We start with Wikipedia articles, which also provide the context for the dataset samples, and use an LLM to…

Computation and Language · Computer Science 2026-03-05 Dan Saattrup Smart

Large Language Models (LLMs) such as ChatGPT have rendered visible the fragility of contemporary knowledge infrastructures by simulating coherence while bypassing traditional modes of citation, authority, and validation. This paper…

Human-Computer Interaction · Computer Science 2025-10-20 Matthew Kelly

Online encyclopediae like Wikipedia contain large amounts of text that need frequent corrections and updates. The new information may contradict existing content in encyclopediae. In this paper, we focus on rewriting such dynamically…

Computation and Language · Computer Science 2019-12-04 Darsh J Shah , Tal Schuster , Regina Barzilay

The World Wide Web is a complex interconnected digital ecosystem, where information and attention flow between platforms and communities throughout the globe. These interactions co-construct how we understand the world, reflecting and…

Computers and Society · Computer Science 2025-04-17 Patrick Gildersleve , Anna Beers , Viviane Ito , Agustin Orozco , Francesca Tripodi

We study the task of generating from Wikipedia articles question-answer pairs that cover content beyond a single sentence. We propose a neural network approach that incorporates coreference knowledge via a novel gating mechanism. Compared…

Computation and Language · Computer Science 2018-05-16 Xinya Du , Claire Cardie

The pervasiveness of Social Media and user-generated content has triggered an exponential increase in global data volumes. However, due to collection and extraction challenges, data in many feeds, embedded comments, reviews and testimonials…

Social and Information Networks · Computer Science 2019-09-04 James Meneghello , Nik Thompson , Kevin Lee , Kok Wai Wong , Bilal Abu-Salih

The spread of misinformation on social media platforms threatens democratic processes, contributes to massive economic losses, and endangers public health. Many efforts to address misinformation focus on a knowledge deficit model and…

Computation and Language · Computer Science 2024-10-16 Saadia Gabriel , Liang Lyu , James Siderius , Marzyeh Ghassemi , Jacob Andreas , Asu Ozdaglar

With the increasing integration of Artificial Intelligence (AI) in academic problem solving, university students frequently alternate between traditional search engines like Google and large language models (LLMs) for information retrieval.…

Human-Computer Interaction · Computer Science 2025-10-21 Md. Faiyaz Abdullah Sayeedi , Md. Sadman Haque , Zobaer Ibn Razzaque , Robiul Awoul Robin , Sabila Nawshin

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

Wikipedia is a well-known platform for disseminating knowledge, and scientific sources, such as journal articles, play a critical role in supporting its mission. The open access movement aims to make scientific knowledge openly available,…

Digital Libraries · Computer Science 2024-10-17 Puyu Yang , Ahad Shoaib , Robert West , Giovanni Colavizza

Generative AI's novel capacities raise questions about the future role of human expertise: does AI level the playing field between professional artists and laypeople, or does expertise enhance AI use? Do the cognitive skills experts make…

Human-Computer Interaction · Computer Science 2026-05-29 Thomas F. Eisenmann , Andres Karjus , Mar Canet Sola , Levin Brinkmann , Bramantyo Ibrahim Supriyatno , Iyad Rahwan

Wikipedia is one of the most visited websites in the world and is also a frequent subject of scientific research. However, the analytical possibilities of Wikipedia information have not yet been analyzed considering at the same time both a…

Digital Libraries · Computer Science 2022-11-18 Wenceslao Arroyo-Machado , Daniel Torres-Salinas , Rodrigo Costas
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