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The main idea of this paper is that if a model can recognize a person, of course, it must be able to know the gender of that person, too. Therefore, instead of defining a new model for gender classification, this paper uses ArcFace features…

Computer Vision and Pattern Recognition · Computer Science 2021-12-21 Majid Farzaneh

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

The appeal of metric evaluation of research impact has attracted considerable interest in recent times. Although the public at large and administrative bodies are much interested in the idea, scientists and other researchers are much more…

Digital Libraries · Computer Science 2018-04-10 Fionn Murtagh , Michael Orlov , Boris Mirkin

People are rated and ranked, towards algorithmic decision making in an increasing number of applications, typically based on machine learning. Research on how to incorporate fairness into such tasks has prevalently pursued the paradigm of…

Machine Learning · Computer Science 2019-02-07 Preethi Lahoti , Krishna P. Gummadi , Gerhard Weikum

While not all researchers prioritize social impact, it is undeniably a crucial aspect that adds significance to their work. The objective of this paper is to explore potential gender differences in the social attention paid to researchers…

Social and Information Networks · Computer Science 2023-08-23 Sara M. González-Betancor , Pablo Dorta-González

False assumptions about sex and gender are deeply embedded in the medical system, including that they are binary, static, and concordant. Machine learning researchers must understand the nature of these assumptions in order to avoid…

Computers and Society · Computer Science 2022-08-15 Kendra Albert , Maggie Delano

Gender representation in mass media has long been mainly studied by qualitatively analyzing content. This article illustrates how automated computational methods may be used in this context to scale up such empirical observations and…

Computers and Society · Computer Science 2021-05-13 Antoine Mazieres , Telmo Menezes , Camille Roth

It is essential to discuss the role, difficulties, and opportunities concerning people of different gender in the field of software engineering research, education, and industry. Although some literature reviews address software engineering…

Software Engineering · Computer Science 2022-11-18 Hironori Washizaki

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

While research on applications and evaluations of explanation methods continues to expand, fairness of the explanation methods concerning disparities in their performance across subgroups remains an often overlooked aspect. In this paper,…

Computation and Language · Computer Science 2025-05-05 Mahdi Dhaini , Ege Erdogan , Nils Feldhus , Gjergji Kasneci

The world of pronouns is changing. From a closed class of words with few members to a much more open set of terms to reflect identities. However, Natural Language Processing (NLP) is barely reflecting this linguistic shift, even though…

Computation and Language · Computer Science 2022-02-25 Anne Lauscher , Archie Crowley , Dirk Hovy

Academic fields exhibit substantial levels of gender segregation. To date, most attempts to explain this persistent global phenomenon have relied on limited cross-sections of data from specific countries, fields, or career stages. Here we…

Social and Information Networks · Computer Science 2020-09-24 Aniko Hannak , Kenneth Joseph , Andrei Cimpian , Daniel B. Larremore

The problem of identifying to which of a given set of classes objects belong is ubiquitous, occurring in many research domains and application areas, including medical diagnosis, financial decision making, online commerce, and national…

Machine Learning · Computer Science 2024-09-20 David J. Hand , Peter Christen , Sumayya Ziyad

The names of variables and functions serve as implicit documentation and are instrumental for program comprehension. But choosing good meaningful names is hard. We perform a sequence of experiments in which a total of 334 subjects are…

Software Engineering · Computer Science 2021-03-16 Dror G. Feitelson , Ayelet Mizrahi , Nofar Noy , Aviad Ben Shabat , Or Eliyahu , Roy Sheffer

Internet data has surfaced as a primary source for investigation of different aspects of human behavior. A crucial step in such studies is finding a suitable cohort (i.e., a set of users) that shares a common trait of interest to…

Information Retrieval · Computer Science 2018-05-16 Luca Soldaini , Elad Yom-Tov

The systematic differences of gender representation across occupations, gender-based occupational segregation, has been suggested as one of the most important determinants of the still existing gender wage gap. Despite some signs of a…

Social and Information Networks · Computer Science 2021-08-25 Joana Passinhas , Tanya Araújo

In this work, we take a closer look at the evaluation of two families of methods for enriching information from knowledge graphs: Link Prediction and Entity Alignment. In the current experimental setting, multiple different scores are…

Machine Learning · Computer Science 2023-09-21 Max Berrendorf , Evgeniy Faerman , Laurent Vermue , Volker Tresp

Generative models typically sample outputs independently, and recent inference-time guidance and scaling algorithms focus on improving the quality of individual samples. However, in real-world applications, users are often presented with a…

Computer Vision and Pattern Recognition · Computer Science 2025-08-22 Gaurav Parmar , Or Patashnik , Daniil Ostashev , Kuan-Chieh Wang , Kfir Aberman , Srinivasa Narasimhan , Jun-Yan Zhu

Multilingual language models were shown to allow for nontrivial transfer across scripts and languages. In this work, we study the structure of the internal representations that enable this transfer. We focus on the representation of gender…

Computation and Language · Computer Science 2022-08-15 Hila Gonen , Shauli Ravfogel , Yoav Goldberg

This work quantifies the effects of signaling and performing gender on the success of reviews written on the popular amazon shopping platform. Highly rated reviews play an important role in e-commerce since they are prominently displayed…

Computers and Society · Computer Science 2020-01-29 Sandipan Sikdar , Rachneet Singh Sachdeva , Johannes Wachs , Florian Lemmerich , Markus Strohmaier