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This study examines physics students' evaluations of identical, video-recorded lectures performed by female and male actors playing the role of professors. The results indicate that evaluations by male students show statistically…

Physics Education · Physics 2017-06-05 Amy L. Graves , Estuko Hoshino-Browne , Kristine P. H. Lui

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

Speech Large Language Models (SpeechLLMs) process spoken input directly, retaining cues such as accent and perceived gender that were previously removed in cascaded pipelines. This introduces speaker identity dependent variation in…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-19 Shree Harsha Bokkahalli Satish , Christoph Minixhofer , Maria Teleki , James Caverlee , Ondřej Klejch , Peter Bell , Gustav Eje Henter , Éva Székely

People are not very good at detecting lies, which may explain why they refrain from accusing others of lying, given the social costs attached to false accusations - both for the accuser and the accused. Here we consider how this social…

General Economics · Economics 2022-12-09 Alicia von Schenk , Victor Klockmann , Jean-François Bonnefon , Iyad Rahwan , Nils Köbis

Here, I ask what we can learn about how gender affects how people engage with robots. I review 46 empirical studies of social robots, published 2018 or earlier, which report on the gender of their participants or the perceived or intended…

Robotics · Computer Science 2022-07-04 David Gray Widder

Recent studies on interpreting the hidden states of speech models have shown their ability to capture speaker-specific features, including gender. Does this finding also hold for speech translation (ST) models? If so, what are the…

Computation and Language · Computer Science 2025-06-04 Dennis Fucci , Marco Gaido , Matteo Negri , Luisa Bentivogli , Andre Martins , Giuseppe Attanasio

Multilingual Neural Machine Translation architectures mainly differ in the amount of sharing modules and parameters among languages. In this paper, and from an algorithmic perspective, we explore if the chosen architecture, when trained…

Computation and Language · Computer Science 2020-12-25 Marta R. Costa-jussà , Carlos Escolano , Christine Basta , Javier Ferrando , Roser Batlle , Ksenia Kharitonova

Misinformation is on the rise, and the strong writing capabilities of LLMs lower the barrier for malicious actors to produce and disseminate false information. We study how LLMs behave when prompted to spread misinformation across languages…

Women's football is gaining supporters and practitioners worldwide, raising questions about what the differences are with men's football. While the two sports are often compared based on the players' physical attributes, we analyze the…

Applications · Statistics 2021-09-15 Luca Pappalardo , Alessio Rossi , Giuseppe Pontillo , Michela Natilli , Paolo Cintia

Over the past decade, the gender pay gap has remained steady with women earning 84 cents for every dollar earned by men on average. Many studies explain this gap through demand-side bias in the labor market represented through employers'…

Letters of recommendation (LoRs) can carry patterns of implicitly gendered language that can inadvertently influence downstream decisions, e.g. in hiring and admissions. In this work, we investigate the extent to which Transformer-based…

As Large Language Models (LLMs) are increasingly used across different applications, concerns about their potential to amplify gender biases in various tasks are rising. Prior research has often probed gender bias using explicit gender cues…

Computation and Language · Computer Science 2025-08-06 Shahed Masoudian , Gustavo Escobedo , Hannah Strauss , Markus Schedl

Bias is a disproportionate prejudice in favor of one side against another. Due to the success of transformer-based Masked Language Models (MLMs) and their impact on many NLP tasks, a systematic evaluation of bias in these models is needed…

Computation and Language · Computer Science 2024-04-11 Jeongrok Yu , Seong Ug Kim , Jacob Choi , Jinho D. Choi

In 2016, the majority of full-time employed women in the U.S. earned significantly less than comparable men. The extent to which women were affected by gender inequality in earnings, however, depended greatly on socio-economic…

Econometrics · Economics 2021-06-08 Philipp Bach , Victor Chernozhukov , Martin Spindler

We study a communication game between a sender and a receiver. The sender chooses one of her signals about the state of the world (i.e., anecdotes) and communicates to the receiver who takes an action affecting both players. The sender and…

Theoretical Economics · Economics 2024-07-19 Nika Haghtalab , Nicole Immorlica , Brendan Lucier , Markus Mobius , Divyarthi Mohan

People write personalized greeting cards on various occasions. While prior work has studied gender roles in greeting card messages, systematic analysis at scale and tools for raising the awareness of gender stereotyping remain…

Human-Computer Interaction · Computer Science 2021-12-30 Jiao Sun , Tongshuang Wu , Yue Jiang , Ronil Awalegaonkar , Xi Victoria Lin , Diyi Yang

We conduct a quantitative analysis contrasting human-written English news text with comparable large language model (LLM) output from six different LLMs that cover three different families and four sizes in total. Our analysis spans several…

Computation and Language · Computer Science 2024-09-04 Alberto Muñoz-Ortiz , Carlos Gómez-Rodríguez , David Vilares

This paper investigates the performance of several representative large models in the tasks of literature recommendation and explores potential biases in research exposure. The results indicate that not only LLMs' overall recommendation…

Information Retrieval · Computer Science 2025-01-03 Yifan Tian , Yixin Liu , Yi Bu , Jiqun Liu

The literature on gender differences in research performance seems to suggest a gap between men and women, where the former outperform the latter. Whether one agrees with the different factors proposed to explain the phenomenon, it is…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Tindaro Cicero , Ciriaco Andrea D'Angelo

Humans increasingly delegate decisions to language models, yet whether these systems reproduce or reshape human patterns of discrimination remains unclear. Here we run a large-scale study to analyse whether language models use demographic…

Computers and Society · Computer Science 2026-05-15 Ze Wang , Guobin Shen , Michael Thaler