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Large Language Models (LLMs) have emerged as powerful tools for generating human-like text, transforming human-machine interactions. However, their widespread adoption has raised concerns about their potential to influence public opinion…

Computers and Society · Computer Science 2025-03-24 Andre G. C. Pacheco , Athus Cavalini , Giovanni Comarela

Ask your chatbot to impersonate an expert from Russia and an expert from US and query it on Chinese politics. How might the outputs differ? Or, to prepare ourselves for the worse, how might they converge? Scholars have raised concerns LLM…

Computers and Society · Computer Science 2025-10-29 Xuenan Cao , Wai Kei Chung , Ye Zhao , Lidia Mengyuan Zhou

The introduction of ChatGPT and the subsequent improvement of Large Language Models (LLMs) have prompted more and more individuals to turn to the use of ChatBots, both for information and assistance with decision-making. However, the…

Machine Learning · Computer Science 2023-08-30 Vahid Ghafouri , Vibhor Agarwal , Yong Zhang , Nishanth Sastry , Jose Such , Guillermo Suarez-Tangil

Large language models (LLMs) increasingly shape public understanding and civic decisions, yet their ideological neutrality is a growing concern. While existing research has explored various forms of LLM bias, a direct, cross-lingual…

Computation and Language · Computer Science 2025-06-03 PeiHsuan Huang , ZihWei Lin , Simon Imbot , WenCheng Fu , Ethan Tu

As leading examples of large language models, ChatGPT and Gemini claim to provide accurate and unbiased information, emphasizing their commitment to political neutrality and avoidance of personal bias. This research investigates the…

Computation and Language · Computer Science 2025-04-10 Dogus Yuksel , Mehmet Cem Catalbas , Bora Oc

We explore the political and ideological positioning of ChatGPT, a leading large language model (LLM), by comparing its responses to political economy questions from the European Social Survey (ESS). The questions concern environmental…

General Economics · Economics 2025-03-10 Leonardo Becchetti , Nazaria Solferino

This study systematically analyzes geopolitical bias across 11 prominent Large Language Models (LLMs) by examining their responses to seven critical topics in U.S.-China relations. Utilizing a bilingual (English and Chinese) and…

Computation and Language · Computer Science 2025-04-01 William Guey , Pierrick Bougault , Vitor D. de Moura , Wei Zhang , Jose O. Gomes

Political biases in Large Language Model (LLM)-based artificial intelligence (AI) systems, such as OpenAI's ChatGPT or Google's Gemini, have been previously reported. While several prior studies have attempted to quantify these biases using…

Computers and Society · Computer Science 2025-03-17 David Rozado

Recent developments in natural language processing have demonstrated the potential of large language models (LLMs) to improve a range of educational and learning outcomes. Of recent chatbots based on LLMs, ChatGPT and Bard have made it…

Contemporary language models are increasingly multilingual, but Chinese LLM developers must navigate complex political and business considerations of language diversity. Language policy in China aims at influencing the public discourse and…

Computation and Language · Computer Science 2025-08-12 Andrea W Wen-Yi , Unso Eun Seo Jo , Lu Jia Lin , David Mimno

While nationality is a pivotal demographic element that enhances the performance of language models, it has received far less scrutiny regarding inherent biases. This study investigates nationality bias in ChatGPT (GPT-3.5), a large…

Computation and Language · Computer Science 2024-05-14 Shucheng Zhu , Weikang Wang , Ying Liu

Conversational AI has been proposed as a scalable way to correct public misconceptions and spread misinformation. Yet its effectiveness may depend on perceptions of its political neutrality. As LLMs enter partisan conflict, elites…

Computation and Language · Computer Science 2026-02-23 Matthew DiGiuseppe , Joshua Robison

Large language models (LLMs) are trained on vast amounts of data to generate natural language, enabling them to perform tasks like text summarization and question answering. These models have become popular in artificial intelligence (AI)…

This study seeks to identify and quantify biases in simulating political samples with Large Language Models, specifically focusing on vote choice and public opinion. Using the GPT-3.5-Turbo model, we leverage data from the American National…

Computation and Language · Computer Science 2024-07-17 Weihong Qi , Hanjia Lyu , Jiebo Luo

The application of AI-powered tools has piqued the interest of many fields, particularly in the academic community. This study uses ChatGPT, currently the most powerful and popular AI tool, as a representative example to analyze how the…

Computers and Society · Computer Science 2024-08-13 Yao Tian , Chengwei Tong , Lik-Hang Lee , Reza Hadi Mogavi , Yong Liao , Pengyuan Zhou

Large Language Models (LLMs) distinguish themselves by quickly delivering information and providing personalized responses through natural language prompts. However, they also infer user demographics, which can raise ethical concerns about…

Computers and Society · Computer Science 2025-11-10 Pelin Karadal , Dilara Kekulluoglu

Large language models are quickly gaining momentum, yet are found to demonstrate gender bias in their responses. In this paper, we conducted a content analysis of social media discussions to gauge public perceptions of gender bias in LLMs…

Artificial Intelligence · Computer Science 2023-09-19 Kyrie Zhixuan Zhou , Madelyn Rose Sanfilippo

Instruction-tuned Large Language Models (LLMs) have recently showcased remarkable ability to generate fitting responses to natural language instructions. However, an open research question concerns the inherent biases of trained models and…

Computation and Language · Computer Science 2023-09-08 Patrick Haller , Ansar Aynetdinov , Alan Akbik

Conversational AI, such as ChatGPT, is increasingly used for information seeking. However, little is known about how ordinary users actually prompt and how ChatGPT adapts its responses in real-world conversational information seeking (CIS).…

Human-Computer Interaction · Computer Science 2026-04-22 Haoning Xue , Yoo Jung Oh , Xinyi Zhou , Xinyu Zhang , Berit Oxley

Large Language Models (LLMs) have been shown to contain biases in the process of integrating conflicting information when answering questions. Here we ask whether such biases also exist with respect to which language is used for each…

Computation and Language · Computer Science 2026-04-09 Robert Östling , Murathan Kurfalı
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