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Recently there has been a growing concern about machine bias, where trained statistical models grow to reflect controversial societal asymmetries, such as gender or racial bias. A significant number of AI tools have recently been suggested…

Computers and Society · Computer Science 2019-03-12 Marcelo O. R. Prates , Pedro H. C. Avelar , Luis Lamb

Collaboration is crucial in Software Engineering (SE), yet factors like gender bias can shape team dynamics and behaviours. This study examines an eight-week project involving 39 SE students across eight teams contributing to GitHub…

Software Engineering · Computer Science 2025-02-21 Rita Garcia , Christoph Treude

Gender bias in artificial intelligence has become an important issue, particularly in the context of language models used in communication-oriented applications. This study examines the extent to which Large Language Models (LLMs) exhibit…

Computation and Language · Computer Science 2024-11-18 Michael Döll , Markus Döhring , Andreas Müller

Human gender bias is reflected in language and text production. Because state-of-the-art machine translation (MT) systems are trained on large corpora of text, mostly generated by humans, gender bias can also be found in MT. For instance…

Computation and Language · Computer Science 2021-07-27 Jonas-Dario Troles , Ute Schmid

The field of software engineering is embedded in both engineering and computer science, and may embody gender biases endemic to both. This paper surveys software engineering's origins and its long-running attention to engineering…

Software Engineering · Computer Science 2025-08-29 Thomas J. Misa

Implicit gender bias in Large Language Models (LLMs) is a well-documented problem, and implications of gender introduced into automatic translations can perpetuate real-world biases. However, some LLMs use heuristics or post-processing to…

Computation and Language · Computer Science 2024-04-03 Peter J Barclay , Ashkan Sami

Context: Contemporary software development organizations lack diversity and the ratios of women in Free and open-source software (FOSS) communities are even lower than the industry average. Although the results of recent studies hint the…

Software Engineering · Computer Science 2023-02-09 Sayma Sultana , Asif Kamal Turzo , Amiangshu Bosu

Background: As most of the software development organizations are male-dominated, female developers encountering various negative workplace experiences reported feeling like they "do not belong". Exposures to discriminatory expletives or…

Computers and Society · Computer Science 2018-12-14 Rajshakhar Paul , Amiangshu Bosu , Kazi Zakia Sultana

Reproducing concurrency bugs is a complex task due to their unpredictable behavior. Researchers, regardless of gender, are contributing to automating this complex task to aid software developers. While some studies have investigated gender…

Software Engineering · Computer Science 2025-02-28 Tarannum Shaila Zaman , Macharla Hemanth Kishan , Lutfun Nahar Lota

Software engineering is not only about technical solutions. To a large extent, it is also concerned with organizational issues, project management, and human behavior. There are serious gender issues that can severely limit the…

Software Engineering · Computer Science 2021-04-30 Karina Kohl , Rafael Prikladnicki

Large Language Models (LLMs) have taken the world by storm, demonstrating their ability not only to automate tedious tasks, but also to show some degree of proficiency in completing software engineering tasks. A key concern with LLMs is…

Software Engineering · Computer Science 2025-01-15 Takashi Nakano , Kazumasa Shimari , Raula Gaikovina Kula , Christoph Treude , Marc Cheong , Kenichi Matsumoto

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

Background: Contemporary software development organizations lack diversity and the ratios of women in Free and open-source software (FOSS) communities are even lower than the industry average. Although the results of recent studies hint the…

Software Engineering · Computer Science 2023-02-07 Sayma Sultana , Amiangshu Bosu

Large language models (LLMs) have rapidly gained popularity and are being embedded into professional applications due to their capabilities in generating human-like content. However, unquestioned reliance on their outputs and…

Software Engineering · Computer Science 2025-01-08 Muneera Bano , Hashini Gunatilake , Rashina Hoda

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

Large Language Models (LLMs) have demonstrated remarkable capabilities in software engineering, yet comprehensive benchmarks covering diverse SE activities remain limited. We present a multi-task evaluation of 11 state-of-the-art LLMs…

Software Engineering · Computer Science 2026-02-10 Go Frendi Gunawan , Mukhlis Amien

Large Language Models (LLMs) have an increasing impact on our lives with use cases such as chatbots, study support, coding support, ideation, writing assistance, and more. Previous studies have revealed linguistic biases in pronouns used to…

Computation and Language · Computer Science 2024-06-17 Smilla Due , Sneha Das , Marianne Andersen , Berta Plandolit López , Sniff Andersen Nexø , Line Clemmensen

With the impressive performance in various downstream tasks, large language models (LLMs) have been widely integrated into production pipelines, like recruitment and recommendation systems. A known issue of models trained on natural…

Computation and Language · Computer Science 2025-01-22 Damin Zhang , Yi Zhang , Geetanjali Bihani , Julia Rayz

The growing prominence of large language models (LLMs) in daily life has heightened concerns that LLMs exhibit many of the same gender-related biases as their creators. In the context of hiring decisions, we quantify the degree to which…

Computers and Society · Computer Science 2026-04-02 Nina Gerszberg , Janka Hamori , Andrew Lo

Categorization via gender is omnipresent throughout society, and thus also computing; gender identity is often requested of users before they use software or web services. Despite this fact, no research has explored how software developers…

Human-Computer Interaction · Computer Science 2023-02-13 Elijah Bouma-Sims , Yasemin Acar
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