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Emotions are a fundamental facet of human experience, varying across individuals, cultural contexts, and nationalities. Given the recent success of Large Language Models (LLMs) as role-playing agents, we examine whether LLMs exhibit…

计算与语言 · 计算机科学 2025-11-12 Mahammed Kamruzzaman , Abdullah Al Monsur , Gene Louis Kim , Anshuman Chhabra

As the deployment of large language models (LLMs) expands, there is an increasing demand for personalized LLMs. One method to personalize and guide the outputs of these models is by assigning a persona -- a role that describes the expected…

计算与语言 · 计算机科学 2024-09-19 Mahammed Kamruzzaman , Hieu Nguyen , Nazmul Hassan , Gene Louis Kim

Reasoning in humans is prone to biases due to underlying motivations like identity protection, that undermine rational decision-making and judgment. This \textit{motivated reasoning} at a collective level can be detrimental to society when…

人工智能 · 计算机科学 2026-04-20 Saloni Dash , Amélie Reymond , Emma S. Spiro , Aylin Caliskan

Recent works have showcased the ability of LLMs to embody diverse personas in their responses, exemplified by prompts like 'You are Yoda. Explain the Theory of Relativity.' While this ability allows personalization of LLMs and enables human…

As LLMs become central to interactive applications, ranging from tutoring to mental health, the ability to express personality in culturally appropriate ways is increasingly important. While recent works have explored personality evaluation…

计算与语言 · 计算机科学 2025-10-15 Priyanka Dey , Yugal Khanter , Aayush Bothra , Jieyu Zhao , Emilio Ferrara

Predicting nationality from personal names has practical value in marketing, demographic research, and genealogical studies. Conventional neural models learn statistical correspondences between names and nationalities from task-specific…

计算与语言 · 计算机科学 2026-01-21 Keito Inoshita

Deploying large language models (LLMs) with agency in real-world applications raises critical questions about how these models will behave. In particular, how will their decisions align with humans when faced with moral dilemmas? This study…

计算机与社会 · 计算机科学 2025-04-16 Jiseon Kim , Jea Kwon , Luiz Felipe Vecchietti , Alice Oh , Meeyoung Cha

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

LLMs are increasingly used to boost productivity and support software engineering tasks. However, when applied to socially sensitive decisions such as team composition and task allocation, they raise concerns of fairness. Prior studies have…

We investigate the potential for nationality biases in natural language processing (NLP) models using human evaluation methods. Biased NLP models can perpetuate stereotypes and lead to algorithmic discrimination, posing a significant…

This paper investigates the voting behaviors of Large Language Models (LLMs), specifically GPT-4 and LLaMA-2, their biases, and how they align with human voting patterns. Our methodology involved using a dataset from a human voting…

计算与语言 · 计算机科学 2024-12-20 Joshua C. Yang , Damian Dailisan , Marcin Korecki , Carina I. Hausladen , Dirk Helbing

For subjective tasks such as hate detection, where people perceive hate differently, the Large Language Model's (LLM) ability to represent diverse groups is unclear. By including additional context in prompts, we comprehensively analyze…

计算与语言 · 计算机科学 2024-10-04 Sarah Masud , Sahajpreet Singh , Viktor Hangya , Alexander Fraser , Tanmoy Chakraborty

Anthropomorphization is the tendency to attribute human-like traits to non-human entities. It is prevalent in many social contexts -- children anthropomorphize toys, adults do so with brands, and it is a literary device. It is also a…

人工智能 · 计算机科学 2023-05-25 Ameet Deshpande , Tanmay Rajpurohit , Karthik Narasimhan , Ashwin Kalyan

Recent advances enable Large Language Models (LLMs) to generate AI personas, yet their lack of deep contextual, cultural, and emotional understanding poses a significant limitation. This study quantitatively compared human responses with…

计算机与社会 · 计算机科学 2025-12-03 Tabia Tanzin Prama , Christopher M. Danforth , Peter Sheridan Dodds

Personalization of LLMs by sociodemographic subgroup often improves user experience, but can also introduce or amplify biases and unfair outcomes across groups. Prior work has employed so-called personas, sociodemographic user attributes…

计算与语言 · 计算机科学 2026-04-27 Franziska Weeber , Vera Neplenbroek , Jan Batzner , Sebastian Padó

Large language models (LLMs) are increasingly utilised for social simulation and persona generation, necessitating an understanding of how they represent geopolitical identities. In this paper, we analyse personas generated for Palestinian…

计算与语言 · 计算机科学 2026-03-25 Maida Aizaz , Quang Minh Nguyen

Large Language Model (LLM)-based multi-agent systems are increasingly used to simulate human interactions and solve collaborative tasks. A common practice is to assign agents with personas to encourage behavioral diversity. However, this…

多智能体系统 · 计算机科学 2025-11-18 Jiayi Li , Xiao Liu , Yansong Feng

LLMs are increasingly powerful and widely used to assist users in a variety of tasks. This use risks the introduction of LLM biases to consequential decisions such as job hiring, human performance evaluation, and criminal sentencing. Bias…

计算与语言 · 计算机科学 2024-06-21 Mahammed Kamruzzaman , Md. Minul Islam Shovon , Gene Louis Kim

The concept of persona, originally adopted in dialogue literature, has re-surged as a promising framework for tailoring large language models (LLMs) to specific context (e.g., personalized search, LLM-as-a-judge). However, the growing…

计算与语言 · 计算机科学 2024-10-08 Yu-Min Tseng , Yu-Chao Huang , Teng-Yun Hsiao , Wei-Lin Chen , Chao-Wei Huang , Yu Meng , Yun-Nung Chen

Large language models (LLMs) increasingly act on people's behalf: they write emails, buy groceries, and book restaurants. While the outsourcing of human decision-making to AI can be both efficient and effective, it raises a fundamental…

人机交互 · 计算机科学 2025-09-04 Sandra C. Matz , C. Blaine Horton , Sofie Goethals
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