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Related papers: Evaluating AI Evaluation: Perils and Prospects

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The potential presented by Artificial Intelligence (AI) for healthcare has long been recognised by the technical community. More recently, this potential has been recognised by policymakers, resulting in considerable public and private…

Artificial Intelligence · Computer Science 2021-04-15 Jessica Morley , Caroline Morton , Kassandra Karpathakis , Mariarosaria Taddeo , Luciano Floridi

Modern general-purpose artificial intelligence (AI) systems present an urgent risk management challenge, as their rapidly evolving capabilities and potential for catastrophic harm outpace our ability to reliably assess their risks. Current…

Artificial Intelligence · Computer Science 2025-07-03 Anna Katariina Wisakanto , Joe Rogero , Avyay M. Casheekar , Richard Mallah

Artificial Intelligence (AI) is one of the most transformative technologies of the 21st century. The extent and scope of future AI capabilities remain a key uncertainty, with widespread disagreement on timelines and potential impacts. As…

Artificial Intelligence · Computer Science 2023-11-27 Kyle A. Kilian , Christopher J. Ventura , Mark M. Bailey

Currently, potential threats of artificial intelligence (AI) to human have triggered a large controversy in society, behind which, the nature of the issue is whether the artificial intelligence (AI) system can be evaluated quantitatively.…

Artificial Intelligence · Computer Science 2015-12-04 Feng Liu , Yong Shi

As frontier AI systems advance toward transformative capabilities, we need a parallel transformation in how we measure and evaluate these systems to ensure safety and inform governance. While benchmarks have been the primary method for…

Artificial Intelligence · Computer Science 2025-05-12 Markov Grey , Charbel-Raphaël Segerie

AI advancements have been significantly driven by a combination of foundation models and curiosity-driven learning aimed at increasing capability and adaptability. Within this landscape, open-endedness, where AI agents autonomously and…

Artificial Intelligence · Computer Science 2026-05-06 Ivaxi Sheth , Jan Wehner , Sahar Abdelnabi , Ruta Binkyte , Mario Fritz

Artificial Intelligence is rapidly embedding itself within militaries, economies, and societies, reshaping their very foundations. Given the depth and breadth of its consequences, it has never been more pressing to understand how to ensure…

Machine Learning · Computer Science 2024-11-19 Dan Hendrycks

Enterprise AI systems, built on large language models, retrieval pipelines and autonomous agents, introduce a class of risks that traditional software quality assurance was never designed to address. These systems are probabilistic,…

Software Engineering · Computer Science 2026-05-25 Chitra Badagi , Divye Singh , Animesh Sen , Adinath Shirsath

Comprehensive and accurate evaluation of general-purpose AI systems such as large language models allows for effective mitigation of their risks and deepened understanding of their capabilities. Current evaluation methodology, mostly based…

Artificial Intelligence · Computer Science 2024-01-01 Xiting Wang , Liming Jiang , Jose Hernandez-Orallo , David Stillwell , Luning Sun , Fang Luo , Xing Xie

The perception that the convergence of biological engineering and artificial intelligence (AI) could enable increased biorisk has recently drawn attention to the governance of biotechnology and artificial intelligence. The 2023 Executive…

Computers and Society · Computer Science 2024-06-12 Matthew E. Walsh

AI Safety has become a vital front-line concern of many scientists within and outside the AI community. There are many immediate and long term anticipated risks that range from existential risk to human existence to deep fakes and bias in…

Artificial Intelligence · Computer Science 2024-10-15 Simon Kasif

Rapid advancements in artificial intelligence (AI) have sparked growing concerns among experts, policymakers, and world leaders regarding the potential for increasingly advanced AI systems to pose catastrophic risks. Although numerous risks…

Computers and Society · Computer Science 2023-10-11 Dan Hendrycks , Mantas Mazeika , Thomas Woodside

The rapid development of artificial intelligence has brought the artificial intelligence threat theory as well as the problem about how to evaluate the intelligence level of intelligent products. Both need to find a quantitative method to…

Artificial Intelligence · Computer Science 2017-12-19 Feng Liu , Yong Shi , Ying Liu

Audits are critical mechanisms for identifying the risks and limitations of deployed artificial intelligence (AI) systems. However, the effective execution of AI audits remains incredibly difficult, and practitioners often need to make use…

Computers and Society · Computer Science 2025-03-03 Victor Ojewale , Ryan Steed , Briana Vecchione , Abeba Birhane , Inioluwa Deborah Raji

Artificial Intelligence (AI) is reshaping many societal domains, raising critical questions about its risks, benefits, and the potential misalignment between public and academic perspectives. This study examines how the general public…

Computers and Society · Computer Science 2026-05-05 Philipp Brauner , Felix Glawe , Gian Luca Liehner , Luisa Vervier , Martina Ziefle

Existing strategies for managing risks from advanced AI systems often focus on affecting what AI systems are developed and how they diffuse. However, this approach becomes less feasible as the number of developers of advanced AI grows, and…

Computers and Society · Computer Science 2025-01-24 Jamie Bernardi , Gabriel Mukobi , Hilary Greaves , Lennart Heim , Markus Anderljung

The discourse on risks from advanced AI systems ("AIs") typically focuses on misuse, accidents and loss of control, but the question of AIs' moral status could have negative impacts which are of comparable significance and could be realised…

Computers and Society · Computer Science 2024-08-12 Ines Fernandez , Nicoleta Kyosovska , Jay Luong , Gabriel Mukobi

Frontier AI systems are being adopted across Africa, yet most AI safety evaluations are designed and validated in Western environments. In this paper, we argue that the portability gap can leave Africa-centric pathways to severe harm…

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…