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Humans adjust their linguistic style to the audience they are addressing. However, the extent to which LLMs adapt to different social contexts is largely unknown. As these models increasingly mediate human-to-human communication, their…

Computation and Language · Computer Science 2026-02-13 Elisa Bassignana , Mike Zhang , Dirk Hovy , Amanda Cercas Curry

Large language models (LLMs) have become popular writing tools among students and may expand access to high-quality feedback for students with less access to traditional writing support. At the same time, LLMs may standardize student voice…

Computers and Society · Computer Science 2026-02-23 Jinsook Lee , Conrad Borchers , AJ Alvero , Thorsten Joachims , Rene F. Kizilcec

Large Language Models (LLMs) such as ChatGPT have become increasingly integrated into critical activities of daily life, raising concerns about equitable access and utilization across diverse demographics. This study investigates the usage…

Computers and Society · Computer Science 2023-10-11 Fiona Draxler , Daniel Buschek , Mikke Tavast , Perttu Hämäläinen , Albrecht Schmidt , Juhi Kulshrestha , Robin Welsch

The socioeconomic background of people and how they use standard forms of language are not independent, as demonstrated in various sociolinguistic studies. However, the extent to which these correlations may be influenced by the mixing of…

Physics and Society · Physics 2025-07-11 Thomas Louf , José J. Ramasco , David Sánchez , Márton Karsai

Hundreds of millions of people rely on large language models (LLMs) for education, work, and even healthcare. Yet these models are known to reproduce and amplify social biases present in their training data. Moreover, text-based interfaces…

Computation and Language · Computer Science 2026-03-24 Carolin Holtermann , Minh Duc Bui , Kaitlyn Zhou , Valentin Hofmann , Katharina von der Wense , Anne Lauscher

Reduced social connectedness increasingly poses a threat to mental health, life expectancy, and general well-being. Generative AI (GAI) technologies, such as large language models (LLMs) and image generation tools, are increasingly…

Human-Computer Interaction · Computer Science 2025-06-13 T. T. J. E. Arets , G. Perugia , M. Houben , W. A. IJsselsteijn

Although inequities for individuals in different socioeconomic situations are starting to capture widespread attention, less attention has been given to the socioeconomic inequities that saturate socioeconomic-diverse individuals' user…

Human-Computer Interaction · Computer Science 2024-12-12 Margaret Burnett , Abrar Fallatah , Catherine Hu , Christopher Perdriau , Christopher Mendez , Caroline Gao , Anita Sarma

Language is far more than a communication tool. A wealth of information - including but not limited to the identities, psychological states, and social contexts of its users - can be gleaned through linguistic markers, and such insights are…

Gender bias in artificial intelligence (AI) and natural language processing has garnered significant attention due to its potential impact on societal perceptions and biases. This research paper aims to analyze gender bias in Large Language…

Computation and Language · Computer Science 2023-09-04 Vishesh Thakur

Large Language Models (LLMs) are increasingly involved in high-stakes domains, yet how they reason about socially sensitive decisions remains underexplored. We present a large-scale audit of LLMs' treatment of socioeconomic status (SES) in…

Computation and Language · Computer Science 2025-09-23 Huy Nghiem , Phuong-Anh Nguyen-Le , John Prindle , Rachel Rudinger , Hal Daumé

Large Language Models (LLMs) have an increasing impact on our lives with use cases such as chatbots, study support, coding support, ideation, writing assistance, and more. Previous studies have revealed linguistic biases in pronouns used to…

Computation and Language · Computer Science 2024-06-17 Smilla Due , Sneha Das , Marianne Andersen , Berta Plandolit López , Sniff Andersen Nexø , Line Clemmensen

Health disparities are differences in health outcomes and access to healthcare between different groups, including racial and ethnic minorities, low-income people, and rural residents. An artificial intelligence (AI) program called large…

Computation and Language · Computer Science 2023-10-31 Yohn Jairo Parra Bautista , Vinicious Lima , Carlos Theran , Richard Alo

Generative AI tools, particularly those utilizing large language models (LLMs), are increasingly used in everyday contexts. While these tools enhance productivity and accessibility, little is known about how Deaf and Hard of Hearing (DHH)…

Human-Computer Interaction · Computer Science 2025-01-23 Shuxu Huffman , Si Chen , Kelly Avery Mack , Haotian Su , Qi Wang , Raja Kushalnagar

People are increasingly using technologies equipped with large language models (LLM) to write texts for formal communication, which raises two important questions at the intersection of technology and society: Who do LLMs write like (model…

Computation and Language · Computer Science 2026-01-23 Jinsook Lee , AJ Alvero , Thorsten Joachims , René Kizilcec

In traditional decision making processes, social biases of human decision makers can lead to unequal economic outcomes for underrepresented social groups, such as women, racial or ethnic minorities. Recently, the increasing popularity of…

General Economics · Economics 2024-03-25 Jiafu An , Difang Huang , Chen Lin , Mingzhu Tai

Large language models (LLMs) are able to engage in natural-sounding conversations with humans, showcasing unprecedented capabilities for information retrieval and automated decision support. They have disrupted human-technology interaction…

Computation and Language · Computer Science 2025-02-18 Wolfgang Messner , Tatum Greene , Josephine Matalone

Students from different socioeconomic backgrounds exhibit persistent gaps in test scores, gaps that can translate into unequal educational and labor-market outcomes later in life. In many assessments, performance reflects not only what…

Econometrics · Economics 2026-01-08 Nadav Kunievsky , Pedro Pertusi

As general-purpose artificial intelligence systems become increasingly integrated into society and are used for information seeking, content generation, problem solving, textual analysis, coding, and running processes, it is crucial to…

Computers and Society · Computer Science 2025-08-28 Ljubisa Bojic , Dylan Seychell , Milan Cabarkapa

People now regularly interface with Large Language Models (LLMs) via speech and text (e.g., Bard) interfaces. However, little is known about the relationship between how users anthropomorphize an LLM system (i.e., ascribe human-like…

Human-Computer Interaction · Computer Science 2024-05-13 Michelle Cohn , Mahima Pushkarna , Gbolahan O. Olanubi , Joseph M. Moran , Daniel Padgett , Zion Mengesha , Courtney Heldreth

Artificial Intelligence (AI), particularly large language models (LLMs), holds the potential to bridge language and information gaps, which can benefit the economies of developing nations. However, our analysis of FLORES-200, FLORES+,…

Computation and Language · Computer Science 2024-10-15 Aivin V. Solatorio , Gabriel Stefanini Vicente , Holly Krambeck , Olivier Dupriez
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