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Gender bias is largely recognized as a problematic phenomenon affecting language technologies, with recent studies underscoring that it might surface differently across languages. However, most of current evaluation practices adopt a…

Computation and Language · Computer Science 2022-03-21 Beatrice Savoldi , Marco Gaido , Luisa Bentivogli , Matteo Negri , Marco Turchi

In this paper, we investigate the impact of objects on gender bias in image captioning systems. Our results show that only gender-specific objects have a strong gender bias (e.g., women-lipstick). In addition, we propose a visual…

Computation and Language · Computer Science 2023-11-21 Ahmed Sabir , Lluís Padró

Many of the world's languages employ grammatical gender on the lexeme. For example, in Spanish, the word for 'house' (casa) is feminine, whereas the word for 'paper' (papel) is masculine. To a speaker of a genderless language, this…

Computation and Language · Computer Science 2019-10-31 Adina Williams , Ryan Cotterell , Lawrence Wolf-Sonkin , Damián Blasi , Hanna Wallach

Figurative language is ubiquitous in English. Yet, the vast majority of NLP research focuses on literal language. Existing text representations by design rely on compositionality, while figurative language is often non-compositional. In…

Computation and Language · Computer Science 2022-03-03 Tuhin Chakrabarty , Yejin Choi , Vered Shwartz

This study assesses the effect of the #MeToo movement on the language used in judicial opinions on sexual violence related cases from 51 U.S. state and federal appellate courts. The study introduces various indicators to quantify the extent…

General Economics · Economics 2023-09-18 Henrika Langen

Metaphor pervades everyday language, allowing speakers to express abstract concepts via concrete domains. While prior work has studied metaphors cognitively and psycholinguistically, large-scale comparisons with literal language remain…

Computation and Language · Computer Science 2026-04-10 Prisca Piccirilli , Alexander Fraser , Sabine Schulte im Walde

Using human evaluation of 100,000 words spread across 24 corpora in 10 languages diverse in origin and culture, we present evidence of a deep imprint of human sociality in language, observing that (1) the words of natural human language…

Using observed language to understand interpersonal interactions is important in high-stakes decision making. We propose a causal research design for observational (non-experimental) data to estimate the natural direct and indirect effects…

Computation and Language · Computer Science 2021-09-17 Katherine A. Keith , Douglas Rice , Brendan O'Connor

Understanding consumer emotional experiences on e-commerce platforms is essential for businesses striving to enhance customer engagement and personalisation. Recent research has demonstrated that these experiences are more intricate and…

General Economics · Economics 2025-05-07 Vinh Truong

In recent years, various methods have been proposed to evaluate gender bias in large language models (LLMs). A key challenge lies in the transferability of bias measurement methods initially developed for the English language when applied…

Computation and Language · Computer Science 2025-07-23 Kristin Gnadt , David Thulke , Simone Kopeinik , Ralf Schlüter

Large language models (LLMs) acquire beliefs about gender from training data and can therefore generate text with stereotypical gender attitudes. Prior studies have demonstrated model generations favor one gender or exhibit stereotypes…

Computation and Language · Computer Science 2024-10-16 Sharon Levy , William D. Adler , Tahilin Sanchez Karver , Mark Dredze , Michelle R. Kaufman

This study investigates gender-based differences in online communication patterns of academics, focusing on how male and female academics represent themselves and how users interact with them on the social media platform X (formerly…

Social and Information Networks · Computer Science 2025-05-08 Rrubaa Panchendrarajan , Harsh Saxena , Akrati Saxena

Bias is a disproportionate prejudice in favor of one side against another. Due to the success of transformer-based Masked Language Models (MLMs) and their impact on many NLP tasks, a systematic evaluation of bias in these models is needed…

Computation and Language · Computer Science 2024-04-11 Jeongrok Yu , Seong Ug Kim , Jacob Choi , Jinho D. Choi

While several previous studies have analyzed gender bias in research, we are still missing a comprehensive analysis of gender differences in the AI community, covering diverse topics and different development trends. Using the AI Scholar…

Computation and Language · Computer Science 2025-06-23 Yiwen Ding , Jiarui Liu , Zhiheng Lyu , Kun Zhang , Bernhard Schoelkopf , Zhijing Jin , Rada Mihalcea

Mental health stigma prevents many individuals from receiving the appropriate care, and social psychology studies have shown that mental health tends to be overlooked in men. In this work, we investigate gendered mental health stigma in…

Computation and Language · Computer Science 2023-04-13 Inna Wanyin Lin , Lucille Njoo , Anjalie Field , Ashish Sharma , Katharina Reinecke , Tim Althoff , Yulia Tsvetkov

The use of euphemisms is a known driver of language change. It has been proposed that women use euphemisms more than men. Although there have been several studies investigating gender differences in language, the claim about euphemism usage…

Computation and Language · Computer Science 2021-06-07 Anna Kapron-King , Yang Xu

This chapter argues for more informed target metrics for the statistical processing of stylistic variation in text collections. Much as operationalised relevance proved a useful goal to strive for in information retrieval, research in…

Computation and Language · Computer Science 2022-05-11 Jussi Karlgren

Critical scholarship has elevated the problem of gender bias in data sets used to train virtual assistants (VAs). Most work has focused on explicit biases in language, especially against women, girls, femme-identifying people, and…

Computation and Language · Computer Science 2023-04-26 Katie Seaborn , Shruti Chandra , Thibault Fabre

This research aims to investigate the dynamic nature of linguistic style throughout various stages of life, from post teenage to old age. By employing linguistic analysis tools and methodologies, the study will delve into the intricacies of…

Computation and Language · Computer Science 2025-01-07 Surbhit Kumar

Large Language Models (LLMs) have made substantial progress in the past several months, shattering state-of-the-art benchmarks in many domains. This paper investigates LLMs' behavior with respect to gender stereotypes, a known issue for…

Computation and Language · Computer Science 2023-08-30 Hadas Kotek , Rikker Dockum , David Q. Sun