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Related papers: The Foundation Model Transparency Index

200 papers

This paper addresses the critical challenge of building consumer trust in AI-powered customer engagement by emphasising the necessity for transparency and accountability. Despite the potential of AI to revolutionise business operations and…

Computers and Society · Computer Science 2024-10-04 Tara DeZao

The release of ChatGPT, Gemini, and other large language model has drawn huge interests on foundations models. There is a broad consensus that foundations models will be the fundamental building blocks for future AI systems. However, there…

Computation and Language · Computer Science 2024-07-17 Qinghua Lu , Liming Zhu , Xiwei Xu , Zhenchang Xing , Jon Whittle

The rapid advancement of foundation models in medical imaging represents a significant leap toward enhancing diagnostic accuracy and personalized treatment. However, the deployment of foundation models in healthcare necessitates a rigorous…

Computer Vision and Pattern Recognition · Computer Science 2024-10-08 Congzhen Shi , Ryan Rezai , Jiaxi Yang , Qi Dou , Xiaoxiao Li

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…

In reaction to growing concerns about the potential harms of artificial intelligence (AI), societies have begun to demand more transparency about how AI models and systems are created and used. To address these concerns, several efforts…

Computers and Society · Computer Science 2024-03-13 David Piorkowski , John Richards , Michael Hind

The field of AI alignment is increasingly concerned with the questions of how values are integrated into the design of generative AI systems and how their integration shapes the social consequences of AI. However, existing transparency…

Computers and Society · Computer Science 2026-02-10 Atrisha Sarkar , Isam Faik

A spirited debate is taking place over the regulation of open foundation models: artificial intelligence models whose underlying architectures and parameters are made public and can be inspected, modified, and run by end users. Proposed…

Computers and Society · Computer Science 2024-08-20 Masao Dahlgren

Foundation models are increasingly central to high-stakes AI systems, and governance frameworks now depend on evaluations to assess their risks and capabilities. Although general capability evaluations are widespread, social impact…

The rapid scaling of AI has spurred a growing emphasis on ethical considerations in both development and practice. This has led to the formulation of increasingly sophisticated model auditing and reporting requirements, as well as…

Human-Computer Interaction · Computer Science 2024-10-01 Mahasweta Chakraborti , Bert Joseph Prestoza , Nicholas Vincent , Seth Frey

Foundation models including large language models (LLMs) are increasingly attracting interest worldwide for their distinguished capabilities and potential to perform a wide variety of tasks. Nevertheless, people are concerned about whether…

Software Engineering · Computer Science 2024-02-23 Yue Liu , Qinghua Lu , Liming Zhu , Hye-Young Paik

People who use social media are learning about how the companies that run these platforms make their decisions on who gets to see what through visual indicators in the interface (UI) of each social media site. These indicators are different…

Human-Computer Interaction · Computer Science 2026-02-10 Haoze Guo , Ziqi Wei

Artificial intelligence has become a part of the provision of governmental services, from making decisions about benefits to issuing fines for parking violations. However, AI systems rarely live up to the promise of neutral optimisation,…

Artificial Intelligence · Computer Science 2025-10-10 Dave Murray-Rust , Kars Alfrink , Cristina Zaga

As foundation models have accumulated hundreds of millions of users, developers have begun to take steps to prevent harmful types of uses. One salient intervention that foundation model developers adopt is acceptable use policies: legally…

Computers and Society · Computer Science 2024-11-26 Kevin Klyman

Foundation models can be disruptive for future AI development by scaling up deep learning in terms of model size and training data's breadth and size. These models achieve state-of-the-art performance (often through further adaptation) on a…

Artificial Intelligence · Computer Science 2022-12-20 Johannes Schneider

Companies that develop foundation models publish behavioral guidelines they pledge their models will follow, but it remains unclear if models actually do so. While providers such as OpenAI, Anthropic, and Google have published detailed…

Computation and Language · Computer Science 2025-10-24 Ahmed Ahmed , Kevin Klyman , Yi Zeng , Sanmi Koyejo , Percy Liang

Responding to the rapid roll-out and large-scale commercialization of foundation models, large language models, and generative AI, an emerging body of work is shedding light on the myriad impacts these technologies are having across…

Ensuring equitable Artificial Intelligence (AI) in healthcare demands systems that make unbiased decisions across all demographic groups, bridging technical innovation with ethical principles. Foundation Models (FMs), trained on vast…

Computer Vision and Pattern Recognition · Computer Science 2026-01-15 Dilermando Queiroz , Anderson Carlos , André Anjos , Lilian Berton

Existing AI disclosure mandates in scholarship require that AI assistance be reported but leave transparency philosophically unspecified: they fix the duty without explaining what the duty serves. We argue that ethical inquiry is…

Computers and Society · Computer Science 2026-05-19 Michele Loi

The strategic choice of model "openness" has become a defining issue for the foundation model (FM) ecosystem. While this choice is intensely debated, its underlying economic drivers remain underexplored. We construct a two-period…

Theoretical Economics · Economics 2025-10-20 Fasheng Xu , Xiaoyu Wang , Wei Chen , Karen Xie

The rapid integration of Artificial Intelligence (AI) into organizational technology frameworks has transformed how organizations engage with AI-driven models, influencing both operational performance and strategic innovation. With the…

Software Engineering · Computer Science 2025-10-22 Johannes Schneider , Rene Abraham