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Evaluating AI agents in finance faces two key challenges: static benchmarks require costly expert annotation yet miss the dynamic decision-making central to real-world trading, while LLM-based judges introduce uncontrolled variance on…

Artificial Intelligence · Computer Science 2026-03-03 Xiaochuang Yuan , Hui Xu , Silvia Xu , Cui Zou , Jing Xiong

The rapid proliferation and deployment of General-Purpose AI (GPAI) models, including large language models (LLMs), present unprecedented challenges for AI supervisory entities. We hypothesize that these entities will need to navigate an…

Artificial Intelligence · Computer Science 2025-06-12 Manuel Cebrian , Emilia Gomez , David Fernandez Llorca

The rapid advancement of Generative AI (Gen AI) technologies, particularly tools like ChatGPT, is significantly impacting the labor market by reshaping job roles and skill requirements. This study examines the demand for ChatGPT-related…

Computers and Society · Computer Science 2024-12-11 Mahdi Ahmadi , Neda Khosh Kheslat , Adebola Akintomide

The rapid emergence of large language models (LLMs) has raised urgent questions across the modern workforce about this new technology's strengths, weaknesses, and capabilities. For privacy professionals, the question is whether these AI…

Computers and Society · Computer Science 2025-08-13 Zane Witherspoon , Thet Mon Aye , YingYing Hao

Models that top leaderboards often perform unsatisfactorily when deployed in real world applications; this has necessitated rigorous and expensive pre-deployment model testing. A hitherto unexplored facet of model performance is: Are our…

Computation and Language · Computer Science 2021-06-11 Swaroop Mishra , Anjana Arunkumar

General-purpose AI evaluations have been proposed as a promising way of identifying and mitigating systemic risks posed by AI development and deployment. While GPAI evaluations play an increasingly central role in institutional decision-…

Computers and Society · Computer Science 2024-11-22 Patricia Paskov , Lukas Berglund , Everett Smith , Lisa Soder

Financial performance management is at the core of business management and has historically relied on financial ratio analysis using Balance Sheet and Income Statement data to assess company performance as compared with competitors. Little…

Statistical Finance · Quantitative Finance 2023-11-13 Ricardo Cuervo

This study investigates the near-future impacts of generative artificial intelligence (AI) technologies on occupational competencies across the U.S. federal workforce. We develop a multi-stage Retrieval-Augmented Generation system to…

Computers and Society · Computer Science 2025-09-04 William G. Resh , Yi Ming , Xinyao Xia , Michael Overton , Gul Nisa Gürbüz , Brandon De Bruhl

In recent years, generative artificial intelligence (GenAI) systems have assumed increasingly crucial roles in selection processes, personnel recruitment and analysis of candidates' profiles. However, the employment of large language models…

Artificial Intelligence · Computer Science 2026-03-13 Martina Ullasci , Marco Rondina , Riccardo Coppola , Antonio Vetrò

We investigate the potential implications of large language models (LLMs), such as Generative Pre-trained Transformers (GPTs), on the U.S. labor market, focusing on the increased capabilities arising from LLM-powered software compared to…

General Economics · Economics 2023-08-22 Tyna Eloundou , Sam Manning , Pamela Mishkin , Daniel Rock

The governance of frontier general-purpose artificial intelligence has become a public-sector problem of institutional design, not merely a technical issue of model performance. Recent evidence indicates that AI capabilities are advancing…

Computers and Society · Computer Science 2026-04-09 Fabio Correa Xavier

As the mathematical capabilities of large language models (LLMs) improve, it becomes increasingly important to evaluate their performance on research-level tasks at the frontier of mathematical knowledge. However, existing benchmarks are…

Higher education plays a critical role in driving an innovative economy by equipping students with knowledge and skills demanded by the workforce. While researchers and practitioners have developed data systems to track detailed…

General Economics · Economics 2024-10-10 Alireza Javadian Sabet , Sarah H. Bana , Renzhe Yu , Morgan R. Frank

The rapid rise of Generative AI (GenAI) tools has sparked debate over their role in complementing or replacing human workers across job contexts. We present a mathematical framework that models jobs, workers, and worker-job fit, introducing…

Artificial Intelligence · Computer Science 2025-06-02 L. Elisa Celis , Lingxiao Huang , Nisheeth K. Vishnoi

Generative Artificial Intelligence (AI) has enabled the development of sophisticated models that are capable of producing high-caliber text, images, and other outputs through the utilization of large pre-trained models. Nevertheless,…

Computation and Language · Computer Science 2023-02-14 Jinlan Fu , See-Kiong Ng , Zhengbao Jiang , Pengfei Liu

With the growing adoption of agent-based models in policy evaluation, a pressing question arises: Can such systems effectively simulate and analyze complex social scenarios to inform policy decisions? Addressing this challenge could…

Multiagent Systems · Computer Science 2025-02-13 Jiaju Kang , Puyu Han , Tian Zhang , Luqi Gong

Can AI effectively perform complex econometric analysis traditionally requiring human expertise? This paper evaluates AI agents' capability to master econometrics, focusing on empirical analysis performance. We develop ``MetricsAI'', an…

Econometrics · Economics 2026-01-29 Qiang Chen , Tianyang Han , Jin Li , Ye Luo , Zigan Wang , Yuxiao Wu , Xiaowei Zhang , Tuo Zhou

Purpose: The rapid integration of artificial intelligence (AI) systems like ChatGPT, Claude AI, etc., has a deep impact on how work is done. Predicting how AI will reshape work requires understanding not just its capabilities, but how it is…

General Economics · Economics 2025-10-30 Peeyush Agarwal , Harsh Agarwal , Akshat Rana

Language models have seen enormous progress on advanced benchmarks in recent years, but much of this progress has only been possible by using more costly models. Benchmarks may therefore present a warped picture of progress in practical…

Machine Learning · Computer Science 2026-03-24 Hans Gundlach , Jayson Lynch , Matthias Mertens , Neil Thompson

As the digital economy grows increasingly intangible, traditional productivity measures struggle to capture the true economic impact of artificial intelligence (AI). AI systems capable of cognitive work significantly enhance productivity,…

Theoretical Economics · Economics 2025-05-15 Alex Farach , Alexia Cambon , Jared Spataro
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