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Nowadays, foundation models become one of fundamental infrastructures in artificial intelligence, paving ways to the general intelligence. However, the reality presents two urgent challenges: existing foundation models are dominated by the…

Generative artificial intelligence (AI) offers numerous opportunities for research and innovation, but its commercialization has raised concerns about the transparency and safety of frontier AI models. Most models lack the necessary…

The rapid developments in artificial intelligence (AI) research in radiology have produced numerous models that are scattered across various platforms and sources, limiting discoverability, reproducibility and clinical translation. Herein,…

Generative artificial intelligence, and large language models in particular, have emerged as one of the most transformative paradigms in modern computer science. This automated survey provides an accessible treatment of the field as of…

Machine Learning · Computer Science 2026-04-10 Eduardo C. Garrido-Merchán , Álvaro López López

With the growth of model sizes and the scale of their deployment, their sheer size burdens the infrastructure requiring more network and more storage to accommodate these. While there is a vast model compression literature deleting parts of…

This study investigates the shifting global dynamics of Artificial Intelligence (AI) research by analysing the trajectories of countries dominating AI publications between 2000 and 2025. Drawing on the comprehensive OpenAlex datasets and…

Computers and Society · Computer Science 2026-03-17 Jason Hung

The rapid growth of open source machine learning (ML) resources, such as models and datasets, has accelerated IR research. However, existing platforms like Hugging Face do not explicitly utilize structured representations, limiting advanced…

Information Retrieval · Computer Science 2025-05-26 Qiaosheng Chen , Kaijia Huang , Xiao Zhou , Weiqing Luo , Yuanning Cui , Gong Cheng

AI-powered search systems are emerging as new information gatekeepers, fundamentally transforming how users access news and information. Despite their growing influence, the citation patterns of these systems remain poorly understood. We…

Information Retrieval · Computer Science 2025-07-09 Kai-Cheng Yang

Large language models are proliferating, and so are the benchmarks that serve as their common yardsticks. We ask how the agglomeration patterns of these two layers compare: do they evolve in tandem or diverge? Drawing on two curated proxies…

Computers and Society · Computer Science 2025-10-03 Manuel Cebrian , Tomomi Kito , Raul Castro Fernandez

The capabilities of natural language models trained on large-scale data have increased immensely over the past few years. Open source libraries such as HuggingFace have made these models easily available and accessible. While prior research…

Computation and Language · Computer Science 2021-10-29 Hannah Kirk , Yennie Jun , Haider Iqbal , Elias Benussi , Filippo Volpin , Frederic A. Dreyer , Aleksandar Shtedritski , Yuki M. Asano

Fairness AI aims to detect and alleviate bias across the entire AI development life cycle, encompassing data curation, modeling, evaluation, and deployment-a pivotal aspect of ethical AI implementation. Addressing data bias, particularly…

Machine Learning · Computer Science 2023-12-21 Christina Hastings Blow , Lijun Qian , Camille Gibson , Pamela Obiomon , Xishuang Dong

Model stores offer third-party ML models and datasets for easy project integration, minimizing coding efforts. One might hope to find detailed specifications of these models and datasets in the documentation, leveraging documentation…

Software Engineering · Computer Science 2024-06-19 Ernesto Lang Oreamuno , Rohan Faiyaz Khan , Abdul Ali Bangash , Catherine Stinson , Bram Adams

The integration of artificial intelligence (AI) into military capabilities has become a norm for major military power across the globe. Understanding how these AI models operate is essential for maintaining strategic advantages and ensuring…

Computers and Society · Computer Science 2024-05-28 Ritwik Gupta , Leah Walker , Eli Glickman , Raine Koizumi , Sarthak Bhatnagar , Andrew W. Reddie

Calls to use open generative language models in academic research have highlighted the need for reproducibility and transparency in scientific research. However, the impact of generative AI extends well beyond academia, as corporations and…

Human-Computer Interaction · Computer Science 2024-08-06 Robert Wolfe , Tanushree Mitra

Artificial Intelligence is reshaping America's \$9.4 trillion labor market, with cascading effects that extend far beyond visible technology sectors. When AI transforms quality control tasks in automotive plants, consequences spread through…

DeepSeek, a Chinese Artificial Intelligence (AI) startup, has released their V3 and R1 series models, which attracted global attention due to their low cost, high performance, and open-source advantages. This paper begins by reviewing the…

Artificial Intelligence · Computer Science 2025-07-15 Luolin Xiong , Haofen Wang , Xi Chen , Lu Sheng , Yun Xiong , Jingping Liu , Yanghua Xiao , Huajun Chen , Qing-Long Han , Yang Tang

Artificial intelligence (AI) systems are revolutionizing fields such as medicine, drug discovery, and materials science; however, many technologists and policymakers are also concerned about the technology's risks. To date, most concrete…

Computers and Society · Computer Science 2026-01-30 Prateek Puri

As the complexity and number of machine learning (ML) models grows, well-documented ML models are essential for developers and companies to use or adapt them to their specific use cases. Model metadata, already present in unstructured…

Machine Learning · Computer Science 2025-09-29 Andrej Čop , Blaž Bertalanič , Marko Grobelnik , Carolina Fortuna

Measuring global AI diffusion remains challenging due to a lack of population-normalized, cross-country usage data. We introduce AI User Share, a novel indicator that estimates the share of each country's working-age population actively…

Computers and Society · Computer Science 2025-11-05 Amit Misra , Jane Wang , Scott McCullers , Kevin White , Juan Lavista Ferres

Large Language Models (LLMs) have become central in academia and industry, raising concerns about privacy, transparency, and misuse. A key issue is the trustworthiness of proprietary models, with open-sourcing often proposed as a solution.…

Software Engineering · Computer Science 2025-01-29 Domen Vake , Bogdan Šinik , Jernej Vičič , Aleksandar Tošić