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Related papers: Temporal Analysis and Gender Bias in Computing

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The language used by US courtroom actors in criminal trials has long been studied for biases. However, systematic studies for bias in high-stakes court trials have been difficult, due to the nuanced nature of bias and the legal expertise…

Computation and Language · Computer Science 2024-07-30 Andrea W Wen-Yi , Kathryn Adamson , Nathalie Greenfield , Rachel Goldberg , Sandra Babcock , David Mimno , Allison Koenecke

LLMs are increasingly powerful and widely used to assist users in a variety of tasks. This use risks the introduction of LLM biases to consequential decisions such as job hiring, human performance evaluation, and criminal sentencing. Bias…

Computation and Language · Computer Science 2024-06-21 Mahammed Kamruzzaman , Md. Minul Islam Shovon , Gene Louis Kim

Societal bias towards certain communities is a big problem that affects a lot of machine learning systems. This work aims at addressing the racial bias present in many modern gender recognition systems. We learn race invariant…

Machine Learning · Computer Science 2019-11-21 Komal K. Teru , Aishik Chakraborty

We survey the treatment of sex and gender in the Computer Graphics research literature from an algorithmic fairness perspective. The established practices on the use of gender and sex in our community are scientifically incorrect and…

Graphics · Computer Science 2022-06-02 Ana Dodik , Silvia Sellán , Theodore Kim , Amanda Phillips

Recent works have found evidence of gender bias in models of machine translation and coreference resolution using mostly synthetic diagnostic datasets. While these quantify bias in a controlled experiment, they often do so on a small scale…

Computation and Language · Computer Science 2021-09-13 Shahar Levy , Koren Lazar , Gabriel Stanovsky

Predicting gender by the first name is not a simple task. In many applications, especially in the natural language processing (NLP) field, this task may be necessary, mainly when considering foreign names. In this paper, we examined and…

Machine Learning · Computer Science 2021-10-05 Rosana C. B. Rego , Verônica M. L. Silva , Victor M. Fernandes

In traditional decision making processes, social biases of human decision makers can lead to unequal economic outcomes for underrepresented social groups, such as women, racial or ethnic minorities. Recently, the increasing popularity of…

General Economics · Economics 2024-03-25 Jiafu An , Difang Huang , Chen Lin , Mingzhu Tai

The blind application of machine learning runs the risk of amplifying biases present in data. Such a danger is facing us with word embedding, a popular framework to represent text data as vectors which has been used in many machine learning…

Computation and Language · Computer Science 2016-07-25 Tolga Bolukbasi , Kai-Wei Chang , James Zou , Venkatesh Saligrama , Adam Kalai

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

Recently, workforce shortage has become a popular issue in information technology (IT). One solution to increasing the workforce supply is to increase the number of female IT professionals. This is because there is gender imbalance in…

Software Engineering · Computer Science 2022-09-09 Yuriko Takatsuka , Yukasa Murakami , Masateru Tsunoda , Masahide Nakamura

For the first time, we report gender bias in people's choice and use of password managers, through a semi-structured interview ($n=18$) and a questionnaire-based survey ($n=200$, conducted `in the wild'). Not only do women and men prefer…

Cryptography and Security · Computer Science 2022-06-29 Jeff Yan , Dearbhla McCabe

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

Societal biases present in pre-trained large language models are a critical issue as these models have been shown to propagate biases in countless downstream applications, rendering them unfair towards specific groups of people. Since…

Computation and Language · Computer Science 2023-06-08 Himanshu Thakur , Atishay Jain , Praneetha Vaddamanu , Paul Pu Liang , Louis-Philippe Morency

Abusive language detection models tend to have a problem of being biased toward identity words of a certain group of people because of imbalanced training datasets. For example, "You are a good woman" was considered "sexist" when trained on…

Computation and Language · Computer Science 2018-08-23 Ji Ho Park , Jamin Shin , Pascale Fung

In recent years, generative artificial intelligence (GenAI) systems have assumed increasingly crucial roles in selection processes, personnel recruitment and analysis of candidates' profiles. However, the employment of large language models…

Artificial Intelligence · Computer Science 2026-03-13 Martina Ullasci , Marco Rondina , Riccardo Coppola , Antonio Vetrò

Gender is a hot topic in the field of human-computer interaction (HCI). Work has run the gamut, from assessing how we embed gender in our computational creations to correcting systemic sexism, online and off. While gender is often framed…

Human-Computer Interaction · Computer Science 2023-04-27 Katie Seaborn

As social issues related to gender bias attract closer scrutiny, accurate tools to determine the gender profile of large groups become essential. When explicit data is unavailable, gender is often inferred from names. Current methods follow…

Cultural items like songs have an important impact in creating and reinforcing stereotypes, biases, and discrimination. But the actual nature of such items is often less transparent. Take songs, for example. Are lyrics biased against women?…

Computation and Language · Computer Science 2022-01-11 Reihane Boghrati , Jonah Berger

Implicit gender bias in software development is a well-documented issue, such as the association of technical roles with men. To address this bias, it is important to understand it in more detail. This study uses data mining techniques to…

Software Engineering · Computer Science 2023-03-20 Christoph Treude , Hideaki Hata

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