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We present an empirical study of gender bias in coreference resolution systems. We first introduce a novel, Winograd schema-style set of minimal pair sentences that differ only by pronoun gender. With these "Winogender schemas," we evaluate…

Computation and Language · Computer Science 2018-04-26 Rachel Rudinger , Jason Naradowsky , Brian Leonard , Benjamin Van Durme

This paper studies gender bias in machine translation through the lens of Large Language Models (LLMs). Four widely-used test sets are employed to benchmark various base LLMs, comparing their translation quality and gender bias against…

Computation and Language · Computer Science 2024-07-29 Aleix Sant , Carlos Escolano , Audrey Mash , Francesca De Luca Fornaciari , Maite Melero

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 differences is a phenomenon around the world actively researched by social scientists. Traditionally, the data used to support such studies is manually obtained, often through surveys with volunteers. However, due to their inherent…

Social and Information Networks · Computer Science 2017-03-21 Willi Mueller , Thiago H Silva , Jussara M Almeida , Antonio A F Loureiro

This study investigates gender bias in large language models (LLMs) by comparing their gender perception to that of human respondents, U.S. Bureau of Labor Statistics data, and a 50% no-bias benchmark. We created a new evaluation set using…

Computation and Language · Computer Science 2024-11-22 Tetiana Bas

The demographics of the field of Astronomy, and the gender balance in particular, is an important active area of investigation. A piece of information missing from the discussion is the gender breakdown of the applicant pool for faculty…

Instrumentation and Methods for Astrophysics · Physics 2015-03-05 Todd A. Thompson

Peer review is the primary means of quality control in academia; as an outcome of a peer review process, program and area chairs make acceptance decisions for each paper based on the review reports and scores they received. Quality of…

Computation and Language · Computer Science 2022-05-30 Nils Dycke , Edwin Simpson , Ilia Kuznetsov , Iryna Gurevych

Modern models for common NLP tasks often employ machine learning techniques and train on journalistic, social media, or other culturally-derived text. These have recently been scrutinized for racial and gender biases, rooting from inherent…

Computation and Language · Computer Science 2026-01-27 Scott Friedman , Sonja Schmer-Galunder , Anthony Chen , Jeffrey Rye

Double-blind peer review mechanism has become the skeleton of academic research across multiple disciplines including computer science, yet several studies have questioned the quality of peer reviews and raised concerns on potential biases…

Computers and Society · Computer Science 2022-11-14 Jiayao Zhang , Hongming Zhang , Zhun Deng , Dan Roth

Concerns regarding fairness and bias have been raised in recent years due to the growing use of machine learning models in crucial decision-making processes, especially when it comes to delicate characteristics like gender. In order to…

Machine Learning · Computer Science 2024-08-30 Saish Shinde

Gender bias distorts the economic behavior and outcomes of women and households. We investigate gender biases in property taxes. We analyze records of more than 100,000 property tax appeal hearings and more than 2.7 years of associated…

General Economics · Economics 2025-02-05 Gordon Burtch , Alejandro Zentner

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…

Information Retrieval · Computer Science 2021-01-20 Navid Rekabsaz , Markus Schedl

In this paper we study the implications for conference program committees of using single-blind reviewing, in which committee members are aware of the names and affiliations of paper authors, versus double-blind reviewing, in which this…

Digital Libraries · Computer Science 2017-10-10 Andrew Tomkins , Min Zhang , William D. Heavlin

Peer review aims to detect flaws and deficiencies in the design and interpretation of studies, and ensure the clarity and quality of their presentation. However, it has been questioned whether peer review fulfils this function. Studies have…

Digital Libraries · Computer Science 2021-10-18 Dimity Stephen

The allocation of venture capital is one of the primary factors determining who takes products to market, which startups succeed or fail, and as such who gets to participate in the shaping of our collective economy. While gender diversity…

General Economics · Economics 2021-01-29 Christopher Cassion , Yuhang Qian , Constant Bossou , Margareta Ackerman

We examine the growing gender gap in venture capital funding, focusing on accelerator programs in the U.S. We collect a unique dataset with detailed information on accelerators and startups. Using a two-stage methodology, we first estimate…

General Economics · Economics 2025-07-30 Chuan Chen , Michele Fioretti , Junnan He , Yanrong Jia

We present a study on the gender balance, in speakers and attendees, at the recent major astronomical conference, the American Astronomical Society meeting 223, in Washington, DC. We conducted an informal survey, yielding over 300 responses…

Students' beliefs about the extent to which meaningful others, including their peers, recognize them as a strong science student are correlated with their persistence in science courses and careers. Yet, prior work has found a gender bias…

Physics Education · Physics 2024-05-07 Meagan Sundstrom , Logan Kageorge

Imagine a princess asleep in a castle, waiting for her prince to slay the dragon and rescue her. Tales like the famous Sleeping Beauty clearly divide up gender roles. But what about more modern stories, borne of a generation increasingly…

Computation and Language · Computer Science 2016-03-30 Ethan Fast , Tina Vachovsky , Michael S. Bernstein

Language models encode and subsequently perpetuate harmful gendered stereotypes. Research has succeeded in mitigating some of these harms, e.g. by dissociating non-gendered terms such as occupations from gendered terms such as 'woman' and…

Computation and Language · Computer Science 2025-05-21 Franziska Sofia Hafner , Ana Valdivia , Luc Rocher
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