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Selecting language models in business contexts requires a careful analysis of the final financial benefits of the investment. However, the emphasis of academia and industry analysis of LLM is solely on performance. This work introduces a…

人工智能 · 计算机科学 2024-05-29 Geraldo Xexéo , Filipe Braida , Marcus Parreiras , Paulo Xavier

Large Language Models (LLMs) have been employed in financial decision making, enhancing analytical capabilities for investment strategies. Traditional investment strategies often utilize quantitative models, fundamental analysis, and…

综合金融 · 定量金融 2025-07-04 Sedigheh Mahdavi , Jiating , Chen , Pradeep Kumar Joshi , Lina Huertas Guativa , Upmanyu Singh

This study investigates the effectiveness of Large Language Models (LLMs) in interpreting existing literature through a systematic review of the relationship between Environmental, Social, and Governance (ESG) factors and financial…

计算与语言 · 计算机科学 2024-10-29 Aaditya Shah , Shridhar Mehendale , Siddha Kanthi

Large Language Models (LLMs) are increasingly used in decision-making scenarios that involve risk assessment, yet their alignment with human economic rationality remains unclear. In this study, we investigate whether LLMs exhibit risk…

综合经济学 · 经济学 2025-09-16 Jiaxin Liu , Yixuan Tang , Yi Yang , Kar Yan Tam

The integration of Environmental, Social, and Governance (ESG) factors into corporate decision-making is a fundamental aspect of sustainable finance. However, ensuring that business practices align with evolving regulatory frameworks…

人工智能 · 计算机科学 2025-12-17 Mattia Birti , Andrea Maurino , Francesco Osborne

Large Language Models (LLMs) exhibit surprisingly diverse risk preferences when acting as AI decision makers, a crucial characteristic whose origins remain poorly understood despite their expanding economic roles. We analyze 50 LLMs using…

综合经济学 · 经济学 2025-06-11 Shumiao Ouyang , Hayong Yun , Xingjian Zheng

In the field of Artificial (General) Intelligence (AI), the several recent advancements in Natural language processing (NLP) activities relying on Large Language Models (LLMs) have come to encourage the adoption of LLMs as scientific models…

计算与语言 · 计算机科学 2023-10-18 Evelina Leivada , Vittoria Dentella , Elliot Murphy

The rapid rise of Large Language Models (LLMs) has created new disruptive possibilities for persuasive communication, enabling fully-automated, personalized, and interactive content generation at an unprecedented scale. In this paper, we…

计算与语言 · 计算机科学 2026-04-22 Sander Noels , Alexander Rogiers , Maarten Buyl , Tijl De Bie

Large Language Models (LLMs) are reshaping consumer decision-making, particularly in communication with firms, yet our understanding of their impact remains limited. This research explores the effect of LLMs on consumer complaints submitted…

人机交互 · 计算机科学 2025-02-17 Minkyu Shin , Jin Kim , Jiwoong Shin

Recent advances in large language models (LLMs) have unlocked novel opportunities for machine learning applications in the financial domain. These models have demonstrated remarkable capabilities in understanding context, processing vast…

综合金融 · 定量金融 2024-06-19 Yuqi Nie , Yaxuan Kong , Xiaowen Dong , John M. Mulvey , H. Vincent Poor , Qingsong Wen , Stefan Zohren

Do generative AI models, particularly large language models (LLMs), exhibit systematic behavioral biases in economic and financial decisions? If so, how can these biases be mitigated? Drawing on the cognitive psychology and experimental…

综合经济学 · 经济学 2026-02-11 Pietro Bini , Lin William Cong , Xing Huang , Lawrence J. Jin

In order for AI systems to communicate effectively with people, they must understand how we make decisions. However, people's decisions are not always rational, so the implicit internal models of human decision-making in Large Language…

计算与语言 · 计算机科学 2025-03-11 Ryan Liu , Jiayi Geng , Joshua C. Peterson , Ilia Sucholutsky , Thomas L. Griffiths

This paper investigates whether large language models (LLMs) can generate reliable stock market predictions. We evaluate four state-of-the-art models - ChatGPT, Gemini, DeepSeek, and Perplexity - across three prompting strategies: a naive…

交易与市场微观结构 · 定量金融 2026-04-21 Ricardo Crisostomo , Diana Mykhalyuk

Large language models (LLMs) increasingly operate in environments where they encounter social information such as other agents' answers, tool outputs, or human recommendations. In humans, such inputs influence judgments in ways that depend…

人工智能 · 计算机科学 2026-02-17 Anooshka Bajaj , Zoran Tiganj

We explore the potential of Large Language Models (LLMs) to replicate human behavior in economic market experiments. Compared to previous studies, we focus on dynamic feedback between LLM agents: the decisions of each LLM impact the market…

综合经济学 · 经济学 2025-05-13 R. Maria del Rio-Chanona , Marco Pangallo , Cars Hommes

Subjective well-being is a key metric in economic, medical, and policy decision-making. As artificial intelligence provides scalable tools for modelling human outcomes, it is crucial to evaluate whether large language models (LLMs) can…

人机交互 · 计算机科学 2025-07-09 Pat Pataranutaporn , Nattavudh Powdthavee , Chayapatr Archiwaranguprok , Pattie Maes

The rapid advancement of Large Language Models (LLMs) is reshaping software engineering by profoundly influencing coding, documentation, and system maintenance practices. As these tools become deeply embedded in developers' daily workflows,…

软件工程 · 计算机科学 2025-12-29 Vítor Mateus de Brito , Kleinner Farias

Large Language Models (LLMs) have demonstrated the ability to adopt a personality and behave in a human-like manner. There is a large body of research that investigates the behavioural impacts of personality in less obvious areas such as…

统计金融 · 定量金融 2024-11-12 Harris Borman , Anna Leontjeva , Luiz Pizzato , Max Kun Jiang , Dan Jermyn

Large Language Models (LLMs), such as GPT-4 and BERT, have rapidly gained traction in natural language processing (NLP) and are now integral to financial decision-making. However, their deployment introduces critical challenges,…

计算机与社会 · 计算机科学 2024-10-29 Hui Zhong , Songsheng Chen , Mian Liang

Over the last decade, several regulatory bodies have started requiring the disclosure of non-financial information from publicly listed companies, in light of the investors' increasing attention to Environmental, Social, and Governance…

计算与语言 · 计算机科学 2024-01-17 Marco Bronzini , Carlo Nicolini , Bruno Lepri , Andrea Passerini , Jacopo Staiano
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