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Recent advancements in Large Language Models(LLMs) have been notable, yet widespread enterprise adoption remains limited due to various constraints. This paper examines bias in LLMs-a crucial issue affecting their usability, reliability,…

Artificial Intelligence · Computer Science 2026-05-28 Vishal Mirza , Rahul Kulkarni , Aakanksha Jadhav

Large language models (LLMs) are widely applied across diverse domains, raising concerns about their limitations and potential risks. In this study, we investigate two types of bias that LLMs may display: stereotype bias and deviation bias.…

Computation and Language · Computer Science 2026-05-20 Daniel Wang , Eli Brignac , Minjia Mao , Xiao Fang

Large Language Models (LLMs) often perpetuate biases in pronoun usage, leading to misrepresentation or exclusion of queer individuals. This paper addresses the specific problem of biased pronoun usage in LLM outputs, particularly the…

Computation and Language · Computer Science 2024-12-03 Tianyi Huang , Arya Somasundaram

Gender bias represents a form of systematic negative treatment that targets individuals based on their gender. This discrimination can range from subtle sexist remarks and gendered stereotypes to outright hate speech. Prior research has…

Computation and Language · Computer Science 2024-03-19 Karolina Stańczak

Gender stereotypes are pervasive beliefs about individuals based on their gender that play a significant role in shaping societal attitudes, behaviours, and even opportunities. Recognizing the negative implications of gender stereotypes,…

Computation and Language · Computer Science 2024-04-19 Isar Nejadgholi , Kathleen C. Fraser , Anna Kerkhof , Svetlana Kiritchenko

People use web search engines to find information before forming opinions, which can lead to practical decisions with different levels of impact. The cognitive effort of search can leave opinionated users vulnerable to cognitive biases,…

Information Retrieval · Computer Science 2023-09-18 Z. Wu , T. Draws , F. Cau , F. Barile , A. Rieger , N. Tintarev

The "gender" of intelligent agents, virtual characters, social robots, and other agentic machines has emerged as a fundamental topic in studies of people's interactions with computers. Perceptions of agent gender can help explain user…

Human-Computer Interaction · Computer Science 2026-03-31 Katie Seaborn , Madeleine Steeds , Ilaria Torre , Martina De Cet , Katie Winkle , Marcus Göransson

Google's Ad Settings shows the gender and age that Google has inferred about a web user. We compare the inferred values to the self-reported values of 501 survey participants. We find that Google often does not show an inference, but when…

Cryptography and Security · Computer Science 2018-08-24 Michael Carl Tschantz , Serge Egelman , Jaeyoung Choi , Nicholas Weaver , Gerald Friedland

The rapid advancement of large language models (LLMs) and their growing integration into daily life underscore the importance of evaluating and ensuring their fairness. In this work, we examine fairness within the domain of emotional theory…

Computation and Language · Computer Science 2026-03-03 Maureen Herbert , Katie Sun , Angelica Lim , Yasaman Etesam

Emojis have become a universal language in the digital world, enabling users to express emotions, ideas, and identities across diverse cultural contexts. As emojis incorporate more cultural symbols and diverse representations, they play a…

Computers and Society · Computer Science 2024-09-13 Lingfeng Li , Xiangwen Zheng

While generative multilingual models are rapidly being deployed, their safety and fairness evaluations are largely limited to resources collected in English. This is especially problematic for evaluations targeting inherently socio-cultural…

Computation and Language · Computer Science 2024-03-12 Mukul Bhutani , Kevin Robinson , Vinodkumar Prabhakaran , Shachi Dave , Sunipa Dev

This paper focuses on language change based on shifting social norms, in particular with regard to the debate on language and gender. It is a recurring argument in this debate that language develops "naturally" and that "severe…

Computation and Language · Computer Science 2024-02-07 Carolin Müller-Spitzer , Samira Ochs

Bias has been a constant in face recognition models. Over the years, researchers have looked at it from both the model and the data point of view. However, their approach to mitigation of data bias was limited and lacked insight on the real…

Computer Vision and Pattern Recognition · Computer Science 2025-06-09 Pedro C. Neto , Naser Damer , Jaime S. Cardoso , Ana F. Sequeira

With the growing deployment of large language models (LLMs) across various applications, assessing the influence of gender biases embedded in LLMs becomes crucial. The topic of gender bias within the realm of natural language processing…

Computation and Language · Computer Science 2024-03-04 Jinman Zhao , Yitian Ding , Chen Jia , Yining Wang , Zifan Qian

This paper characterizes the self-disclosure behavior of Reddit users across 11 different types of self-disclosure. We find that at least half of the users share some type of disclosure in at least 10% of their posts, with half of these…

Social and Information Networks · Computer Science 2025-02-18 Ehsan-Ul Haq , Shalini Jangra , Suparna De , Nishanth Sastry , Gareth Tyson

Content Warning: This paper contains examples of misgendering and erasure that could be offensive and potentially triggering. Gender bias in language technologies has been widely studied, but research has mostly been restricted to a binary…

Computation and Language · Computer Science 2023-07-10 Tamanna Hossain , Sunipa Dev , Sameer Singh

This paper investigates gender bias in Large Language Model (LLM)-generated teacher evaluations in higher education setting, focusing on evaluations produced by GPT-4 across six academic subjects. By applying a comprehensive analytical…

Computation and Language · Computer Science 2024-09-17 Yuanning Huang

The purpose of this paper is to ascertain the influence of sociocultural factors (i.e., social, cultural, and political) in the development of hate speech detection systems. We set out to investigate the suitability of using open-source…

Computation and Language · Computer Science 2024-07-02 Sidney G. -J. Wong

The rise of online dating apps has transformed how individuals connect and seek companionship, with an increase in usage among older adults. While these platforms offer opportunities for emotional support and social connection, they also…

Computers and Society · Computer Science 2024-10-29 Muskan Fatima , Naheem Noah , Sanchari Das

Divergent word usages reflect differences among people. In this paper, we present a novel angle for studying word usage divergence -- word interpretations. We propose an approach that quantifies semantic differences in interpretations among…

Computation and Language · Computer Science 2017-03-30 Tianran Hu , Ruihua Song , Maya Abtahian , Philip Ding , Xing Xie , Jiebo Luo
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