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Biases against women in the workplace have been documented in various studies. There is also a growing body of literature on biases within academia. But particularly in STEM, due to the heavily male-dominated field, studies suggest that if…

数字图书馆 · 计算机科学 2023-06-21 Joana Fonseca

Current attempts to address the shortfall of female researchers in Science, Technology, Engineering and Mathematics (STEM) have not yet succeeded despite other academic subjects having female majorities. This article investigates the extent…

数字图书馆 · 计算机科学 2020-04-28 Mike Thelwall , Amalia Mas-Bleda

Concerns regarding the footprint of societal biases in information retrieval (IR) systems have been raised in several previous studies. In this work, we examine various recent IR models from the perspective of the degree of gender bias in…

信息检索 · 计算机科学 2021-01-20 Navid Rekabsaz , Markus Schedl

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…

计算与语言 · 计算机科学 2025-06-23 Yiwen Ding , Jiarui Liu , Zhiheng Lyu , Kun Zhang , Bernhard Schoelkopf , Zhijing Jin , Rada Mihalcea

Large language models (LLMs) are rapidly being adopted as research assistants, particularly for literature review and reference recommendation, yet little is known about whether they introduce demographic bias into citation workflows. This…

数字图书馆 · 计算机科学 2025-08-06 Jiangen He

Language has a profound impact on our thoughts, perceptions, and conceptions of gender roles. Gender-inclusive language is, therefore, a key tool to promote social inclusion and contribute to achieving gender equality. Consequently,…

计算与语言 · 计算机科学 2023-02-24 Jad Doughman , Wael Khreich

The multidisciplinary and socially anchored nature of Feminist Studies presents unique challenges for bibliometric analysis, as this research area transcends traditional disciplinary boundaries and reflects discussions from feminist and…

数字图书馆 · 计算机科学 2024-11-28 Natsumi S. Shokida , Diego Kozlowski , Vincent Larivière

Large language models (LLMs) and machine translation (MT) systems are increasingly used in our daily lives, but their outputs can reproduce gender bias present in the training data. Most resources for evaluating such biases are designed for…

计算与语言 · 计算机科学 2026-03-10 Amaia Murillo , Olatz-Perez-de-Viñaspre , Naiara Perez

Gender imbalance in academia has been confirmed in terms of a variety of indicators, and its magnitude often varies from country to country. Europe and North America, which cover a large fraction of research workforce in the world, have…

数字图书馆 · 计算机科学 2023-11-23 Kazuki Nakajima , Ruodan Liu , Kazuyuki Shudo , Naoki Masuda

Automated gender classification has important applications in many domains, such as demographic research, law enforcement, online advertising, as well as human-computer interaction. Recent research has questioned the fairness of this…

计算机视觉与模式识别 · 计算机科学 2020-09-25 Anoop Krishnan , Ali Almadan , Ajita Rattani

This paper presents a study that analyzes and gives quantitative means for measuring the gender gap in computing research publications. The data set built for this study is a geo-gender tagged authorship database named authorships that…

Cultural AI benchmarks often rely on implicit assumptions about measured constructs, leading to vague formulations with poor validity and unclear interrelations. We propose exposing these assumptions using explicit cognitive models…

人工智能 · 计算机科学 2024-09-26 Jonathan H. Rystrøm , Kenneth C. Enevoldsen

In this work, we present the results of semi-structured interviews with four women to explore how they perceive themselves with respect to three gender constructs (femininity, masculinity, androgyny), and how they believe others perceive…

物理教育 · 物理学 2026-01-13 Smith Strain , Noah Leibnitz , Reagan Ruben , Yangqiuting Li , Eric Burkholder

Recent studies conducted in different scientific disciplines have concluded that researchers belonging to some socio-cultural groups (e.g., women, racialized people) are usually less cited than other researchers belonging to dominating…

数字图书馆 · 计算机科学 2024-11-28 Karolina Tchilinguirova , Alvine Boaye Belle , Gouled Mahamud

Artificial Intelligence has the capacity to amplify and perpetuate societal biases and presents profound ethical implications for society. Gender bias has been identified in the context of employment advertising and recruitment tools, due…

计算与语言 · 计算机科学 2020-05-19 Susan Leavy , Gerardine Meaney , Karen Wade , Derek Greene

Chemical named entity recognition (NER) models are used in many downstream tasks, from adverse drug reaction identification to pharmacoepidemiology. However, it is unknown whether these models work the same for everyone. Performance…

计算与语言 · 计算机科学 2024-03-14 Xingmeng Zhao , Ali Niazi , Anthony Rios

Optimizing national scientific investment requires a clear understanding of evolving research trends and the demographic and geographical forces shaping them, particularly in light of commitments to equity, diversity, and inclusion. This…

人工智能 · 计算机科学 2025-10-22 Shirin Tavakoli Kafiabad , Andrea Schiffauerova , Ashkan Ebadi

Gender disparity in science is one of the most focused debating points among authorities and the scientific community. Over the last few decades, numerous initiatives have endeavored to accelerate gender equity in academia and research…

社会与信息网络 · 计算机科学 2021-06-04 Anahita Hajibabaei , Andrea Schiffauerova , Ashkan Ebadi

Like many scientific disciplines, neuroscience has increasingly attempted to confront pervasive gender imbalances within the field. While much of the conversation has centered around publishing and conference participation, recent research…

社会与信息网络 · 计算机科学 2020-08-28 Jordan D. Dworkin , Kristin A. Linn , Erin G. Teich , Perry Zurn , Russell T. Shinohara , Danielle S. Bassett

Recent studies have shown that word embeddings exhibit gender bias inherited from the training corpora. However, most studies to date have focused on quantifying and mitigating such bias only in English. These analyses cannot be directly…

计算与语言 · 计算机科学 2019-09-11 Pei Zhou , Weijia Shi , Jieyu Zhao , Kuan-Hao Huang , Muhao Chen , Ryan Cotterell , Kai-Wei Chang