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Large language models (LLMs) are becoming pervasive in everyday life, yet their propensity to reproduce biases inherited from training data remains a pressing concern. Prior investigations into bias in LLMs have focused on the association…

Computation and Language · Computer Science 2024-04-29 Messi H. J. Lee , Jacob M. Montgomery , Calvin K. Lai

Languages vary widely in how meanings map to word forms. These mappings have been found to support efficient communication; however, this theory does not account for systematic relations within word forms. We examine how a restricted set of…

Computation and Language · Computer Science 2026-01-27 Doreen Osmelak , Yang Xu , Michael Hahn , Kate McCurdy

Multilingual language models were shown to allow for nontrivial transfer across scripts and languages. In this work, we study the structure of the internal representations that enable this transfer. We focus on the representation of gender…

Computation and Language · Computer Science 2022-08-15 Hila Gonen , Shauli Ravfogel , Yoav Goldberg

This paper provides a comprehensive evaluation of demographic and linguistic biases in omnimodal language models that process text, images, audio, and video within a single framework. Although these models are being widely deployed, their…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Alaa Elobaid

Bias research in NLP seeks to analyse models for social biases, thus helping NLP practitioners uncover, measure, and mitigate social harms. We analyse the body of work that uses prompts and templates to assess bias in language models. We…

Computation and Language · Computer Science 2023-05-23 Seraphina Goldfarb-Tarrant , Eddie Ungless , Esma Balkir , Su Lin Blodgett

Our work focuses on the biases that emerge in the natural language generation (NLG) task of sentence completion. In this paper, we introduce a framework of fairness for NLG followed by an evaluation of gender biases in two state-of-the-art…

Computation and Language · Computer Science 2020-08-05 Catherine Yeo , Alyssa Chen

Gender-inclusive language is important for achieving gender equality in languages with gender inflections, such as German. While stirring some controversy, it is increasingly adopted by companies and political institutions. A handful of…

Computation and Language · Computer Science 2022-12-07 David Pomerenke

Understanding human behaviour in decision problems and strategic interactions has wide-ranging applications in economics, psychology, and artificial intelligence. Game theory offers a robust foundation for this understanding, based on the…

Computer Science and Game Theory · Computer Science 2024-07-16 Valerio Capraro , Roberto Di Paolo , Matjaz Perc , Veronica Pizziol

Large language models offer significant potential for increasing labour productivity, such as streamlining personnel selection, but raise concerns about perpetuating systemic biases embedded into their pre-training data. This study explores…

General Economics · Economics 2024-02-13 Louis Lippens

Data science research into fake news has gathered much momentum in recent years, arguably facilitated by the emergence of large public benchmark datasets. While it has been well-established within media studies that gender bias is an issue…

Computers and Society · Computer Science 2023-02-07 Navya Sahadevan , Deepak P

Large language models (LLMs) have rapidly become indispensable tools for acquiring information and supporting human decision-making. However, ensuring that these models uphold fairness across varied contexts is critical to their safe and…

Computers and Society · Computer Science 2026-03-05 Xulang Zhang , Rui Mao , Erik Cambria

A proven therapeutic technique to overcome negative thoughts is to replace them with a more hopeful "reframed thought." Although therapy can help people practice and learn this Cognitive Reframing of Negative Thoughts, clinician shortages…

Computation and Language · Computer Science 2023-05-05 Ashish Sharma , Kevin Rushton , Inna Wanyin Lin , David Wadden , Khendra G. Lucas , Adam S. Miner , Theresa Nguyen , Tim Althoff

Large language models (LLMs) are trained on vast, uncurated datasets that contain various forms of biases and language reinforcing harmful stereotypes that may be subsequently inherited by the models themselves. Therefore, it is essential…

Computation and Language · Computer Science 2024-10-01 Jacob-Junqi Tian , Omkar Dige , D. B. Emerson , Faiza Khan Khattak

A growing stream of research finds that scientific contributions are evaluated differently depending on the gender of the author. In this article, we consider whether gender differences in writing styles - how men and women communicate…

Computers and Society · Computer Science 2025-08-12 Kara Kedrick , Ekaterina Levitskaya , Russell J. Funk

Multi-party linguistic entrainment refers to the phenomenon that speakers tend to speak more similarly during conversation. We first developed new measures of multi-party entrainment on features describing linguistic style, and then…

Computation and Language · Computer Science 2019-09-04 Mingzhi Yu , Diane Litman , Susannah Paletz

Computer vision often treats human perception as homogeneous: an implicit assumption that visual stimuli are perceived similarly by everyone. This assumption is reflected in the way researchers collect datasets and train vision models. By…

Computer Vision and Pattern Recognition · Computer Science 2025-05-13 Andre Ye , Sebastin Santy , Jena D. Hwang , Amy X. Zhang , Ranjay Krishna

Media platforms, technological systems, and search engines act as conduits and gatekeepers for all kinds of information. They often influence, reflect, and reinforce gender stereotypes, including those that represent occupations. This study…

Computers and Society · Computer Science 2019-12-12 Vivek Singh , Mary Chayko , Raj Inamdar , Diana Floegel

The subjective nature of gender inequality motivates the analysis and comparison of data from real and fictional human interaction. We present a computational extension of the Bechdel test: A popular tool to assess if a movie contains a…

Social and Information Networks · Computer Science 2014-04-02 David Garcia , Ingmar Weber , Venkata Rama Kiran Garimella

How much meaning influences gender assignment across languages is an active area of research in linguistics and cognitive science. We can view current approaches as aiming to determine where gender assignment falls on a spectrum, from being…

Computation and Language · Computer Science 2024-10-24 Karolina Stańczak , Kevin Du , Adina Williams , Isabelle Augenstein , Ryan Cotterell

Chatbots are popular machine partners for task-oriented and social interactions. Human-human computer-mediated communication research has explored how people express their gender and sexuality in online social interactions, but little is…

Human-Computer Interaction · Computer Science 2021-06-07 Justin Edwards , Leigh Clark , Allison Perrone
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