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Related papers: The AI Consumer Index (ACE)

200 papers

We present an extended version of the AI Productivity Index (APEX-v1-extended), a benchmark for assessing whether frontier models are capable of performing economically valuable tasks in four jobs: investment banking associate, management…

Online marketplaces will be transformed by autonomous AI agents acting on behalf of consumers. Rather than humans browsing and clicking, AI agents can parse webpages or leverage APIs to view, evaluate and choose products. We investigate the…

Artificial Intelligence · Computer Science 2025-12-18 Amine Allouah , Omar Besbes , Josué D Figueroa , Yash Kanoria , Akshit Kumar

We present CAIA, a benchmark exposing a critical blind spot in AI evaluation: the inability of state-of-the-art models to operate in adversarial, high-stakes environments where misinformation is weaponized and errors are irreversible. While…

Artificial Intelligence · Computer Science 2026-01-21 Zeshi Dai , Zimo Peng , Zerui Cheng , Ryan Yihe Li

AI model documentation is fragmented across platforms and inconsistent in structure, preventing policymakers, auditors, and users from reliably assessing safety claims, data provenance, and version-level changes. We analyzed documentation…

Artificial Intelligence · Computer Science 2025-12-16 Akhmadillo Mamirov , Faiaz Azmain , Hanyu Wang

Computational thinking (CT) and problem-solving skills are increasingly integrated into K-8 school curricula worldwide. Consequently, there is a growing need to develop reliable assessments for measuring students' proficiency in these…

Computers and Society · Computer Science 2024-03-20 Ahana Ghosh , Liina Malva , Adish Singla

If AI models can detect when they are being evaluated, the effectiveness of evaluations might be compromised. For example, models could have systematically different behavior during evaluations, leading to less reliable benchmarks for…

Computation and Language · Computer Science 2025-07-17 Joe Needham , Giles Edkins , Govind Pimpale , Henning Bartsch , Marius Hobbhahn

AI tools are being deployed over MBSE models today, and those models were not designed for this kind of consumption. The problem is not simply that tools hallucinate: well-prompted frontier models produce competent, useful output over a…

Software Engineering · Computer Science 2026-04-29 Siyuan Ji

Current evaluation frameworks for foundation models rely heavily on static, manually curated benchmarks, limiting their ability to capture the full breadth of model capabilities. This paper introduces Active learning for Capability…

Machine Learning · Computer Science 2025-10-13 Arash Afkanpour , Omkar Dige , Fatemeh Tavakoli , Negin Baghbanzadeh , Farnaz Kohankhaki , Elham Dolatabadi

To address security and safety risks stemming from highly capable artificial intelligence (AI) models, we propose that the US government should ensure compute providers implement Know-Your-Customer (KYC) schemes. Compute - the computational…

Computers and Society · Computer Science 2023-10-23 Janet Egan , Lennart Heim

Most frontier AI developers publicly document their safety evaluations of new AI models in model reports, including testing for chemical and biological (ChemBio) misuse risks. This practice provides a window into the methodology of these…

Computers and Society · Computer Science 2025-10-29 Tom Reed , Tegan McCaslin , Luca Righetti

As AI becomes embedded in customer-facing systems, ethical scrutiny has largely focused on models, data, and governance. Far less attention has been paid to how AI is experienced through user-facing design. This commentary argues that many…

Human-Computer Interaction · Computer Science 2026-03-31 Neha Puri , Tim Dixon

Readers of applied-domain LLM capability evaluations want to know what AI systems can currently do. That literature answers a related, but consequentially different, question: what older, cheaper, less-elicited models could do months or…

Computers and Society · Computer Science 2026-05-07 David Gringras , Misha Salahshoor

AI agents hold growing promise for accelerating scientific discovery; yet, a lack of frontier evaluations hinders adoption into real workflows. Expert-written benchmarks have proven effective at measuring AI reasoning, but most at this…

Artificial Intelligence (AI) benchmarks play a central role in measuring progress in model development and guiding deployment decisions. However, many benchmarks quickly become saturated, meaning that they can no longer differentiate…

In this article we introduce the Arcade Learning Environment (ALE): both a challenge problem and a platform and methodology for evaluating the development of general, domain-independent AI technology. ALE provides an interface to hundreds…

Artificial Intelligence · Computer Science 2013-06-24 Marc G. Bellemare , Yavar Naddaf , Joel Veness , Michael Bowling

Using a novel professional certification survey, the study focuses on assessing the vocational skills of two highly cited AI models, GPT-3 and Turbo-GPT3.5. The approach emphasizes the importance of practical readiness over academic…

Machine Learning · Computer Science 2023-12-19 David Noever , Matt Ciolino

We introduce the AI Productivity Index for Agents (APEX-Agents), a benchmark for assessing whether AI agents can execute long-horizon, cross-application tasks created by investment banking analysts, management consultants, and corporate…

The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge…

Machine Learning · Computer Science 2025-08-01 Ghazal Sobhani , Md. Monzurul Amin Ifath , Tushar Sharma , Israat Haque

The rapid development and adoption of Generative AI (GAI) technology in the form of chatbots such as ChatGPT and Claude has greatly increased interest in agentic machines. This paper introduces the Autonomous Cognitive Entity (ACE) model, a…

Human-Computer Interaction · Computer Science 2023-11-02 David Shapiro , Wangfan Li , Manuel Delaflor , Carlos Toxtli

With respect to digital games, older adults are a demographic that is often underserved due to an industry-wide focus on younger audiences' preferences and skill sets. Meanwhile, as artificial intelligence (AI) continues to expand into…

Human-Computer Interaction · Computer Science 2025-06-10 Yichi Zhang , Brandon Lyman , Celia Pearce , Miso Kim , Casper Harteveld , Leanne Chukoskie , Bob De Schutter
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