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Men and women systematically differ in their beliefs about their performance relative to others; in particular, men tend to be more overconfident. This paper provides support for one explanation for gender differences in overconfidence,…

General Economics · Economics 2021-07-27 Michael Thaler

Research on bias in Text-to-Image (T2I) models has primarily focused on demographic representation and stereotypical attributes, overlooking a fundamental question: how does grammatical gender influence visual representation across…

Computation and Language · Computer Science 2026-02-03 Muhammed Saeed , Shaina Raza , Ashmal Vayani , Muhammad Abdul-Mageed , Ali Emami , Shady Shehata

Accurately measuring gender stereotypical bias in language models is a complex task with many hidden aspects. Current benchmarks have underestimated this multifaceted challenge and failed to capture the full extent of the problem. This…

Computation and Language · Computer Science 2025-09-25 Mahdi Zakizadeh , Mohammad Taher Pilehvar

Generative AI, such as large language models, has undergone rapid development within recent years. As these models become increasingly available to the public, concerns arise about perpetuating and amplifying harmful biases in applications.…

Computation and Language · Computer Science 2024-09-04 Sara Sterlie , Nina Weng , Aasa Feragen

Online freelance marketplaces, a rapidly growing part of the global labor market, are creating a fair environment where professional skills are the main factor for hiring. While these platforms can reduce bias from traditional hiring, the…

Human-Computer Interaction · Computer Science 2025-10-17 Wugeng Zheng , Guohou Shan

We investigated gender bias in letters of recommendation as a possible cause of the under-representation of women in Experimental Particle Physics (EPP), where about 15% of faculty are female -- well below the 60% level in psychology and…

Physics and Society · Physics 2022-02-18 R. H. Bernstein , M. W. Macy , C. J. Cameron , S. Williams-Ceci , W. M. Williams , S. J. Ceci

Most machine learning methods are known to capture and exploit biases of the training data. While some biases are beneficial for learning, others are harmful. Specifically, image captioning models tend to exaggerate biases present in…

Computer Vision and Pattern Recognition · Computer Science 2019-03-15 Kaylee Burns , Lisa Anne Hendricks , Kate Saenko , Trevor Darrell , Anna Rohrbach

Gender stereotypes are manifest in most of the world's languages and are consequently propagated or amplified by NLP systems. Although research has focused on mitigating gender stereotypes in English, the approaches that are commonly…

Computation and Language · Computer Science 2020-05-28 Ran Zmigrod , Sabrina J. Mielke , Hanna Wallach , Ryan Cotterell

The proliferation of personalized recommendation technologies has raised concerns about discrepancies in their recommendation performance across different genders, age groups, and racial or ethnic populations. This varying degree of…

Information Retrieval · Computer Science 2020-02-19 Masoud Mansoury , Himan Abdollahpouri , Jessie Smith , Arman Dehpanah , Mykola Pechenizkiy , Bamshad Mobasher

As generative AI tools are increasingly used to portray people in professional roles, understanding their racial and gender representational biases is critical. We audit over 1.5 million occupational personas generated by four major large…

Human-Computer Interaction · Computer Science 2026-03-30 Ilona van der Linden , Sahana Kumar , Arnav Dixit , Aadi Sudan , Smruthi Danda , David C. Anastasiu , Kai Lukoff

Text-to-image models, which can generate high-quality images based on textual input, have recently enabled various content-creation tools. Despite significantly affecting a wide range of downstream applications, the distributions of these…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Yanzhe Zhang , Lu Jiang , Greg Turk , Diyi Yang

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

Gender bias in computing is a hard problem that has resisted decades of research. One obstacle has been the absence of systematic data that might indicate when gender bias emerged in computing and how it has changed. This article presents a…

Computers and Society · Computer Science 2022-11-09 Thomas J Misa

Most machine learning methods are known to capture and exploit biases of the training data. While some biases are beneficial for learning, others are harmful. Specifically, image captioning models tend to exaggerate biases present in…

Computer Vision and Pattern Recognition · Computer Science 2018-07-03 Lisa Anne Hendricks , Kaylee Burns , Kate Saenko , Trevor Darrell , Anna Rohrbach

Our society is plagued by several biases, including racial biases, caste biases, and gender bias. As a matter of fact, several years ago, most of these notions were unheard of. These biases passed through generations along with…

Computer Vision and Pattern Recognition · Computer Science 2023-05-04 Lavisha Aggarwal , Shruti Bhargava

Gender bias in grant allocation is a deviation from the principle that scientific merit should guide grant decisions. However, most studies on gender bias in grant allocation focus on gender differences in success rates, without including…

Applications · Statistics 2022-05-30 Peter van den Besselaar , Charlie Mom

I address the decomposition of the differences between the distribution of outcomes of two groups when individuals self-select themselves into participation. I differentiate between the decomposition for participants and the entire…

Econometrics · Economics 2023-05-15 Santiago Pereda-Fernández

Gender disparities appear to be decreasing in academia according to a number of metrics, such as grant funding, hiring, acceptance at scholarly journals, and productivity, and it might be tempting to think that gender inequity will soon be…

Physics and Society · Physics 2015-06-12 Jevin D. West , Jennifer Jacquet , Molly M. King , Shelley J. Correll , Carl T. Bergstrom

Large language models (LLMs) are increasingly used to assess moral or ethical statements, yet their judgments may reflect social and linguistic biases. This work presents a controlled, sentence-level study of how grammatical person, number,…

Computation and Language · Computer Science 2026-03-17 Gustavo Lúcius Fernandes , Jeiverson C. V. M. Santos , Pedro O. S. Vaz-de-Melo

Women have become better represented in business, academia, and government over time, yet a dearth of women at the highest levels of leadership remains. Sociologists have attributed the leaky progression of women through professional…

Physics and Society · Physics 2019-03-27 Sara M. Clifton , Kaitlin Hill , Avinash J. Karamchandani , Eric A. Autry , Patrick McMahon , Grace Sun