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Technology for language generation has advanced rapidly, spurred by advancements in pre-training large models on massive amounts of data and the need for intelligent agents to communicate in a natural manner. While techniques can…

Computation and Language · Computer Science 2021-06-24 Emily Sheng , Kai-Wei Chang , Premkumar Natarajan , Nanyun Peng

Research on bias in Text-to-Image (T2I) models has primarily focused on demographic representation and stereotypical attributes, overlooking a fundamental question: how does grammatical gender influence visual representation across…

Computation and Language · Computer Science 2026-02-03 Muhammed Saeed , Shaina Raza , Ashmal Vayani , Muhammad Abdul-Mageed , Ali Emami , Shady Shehata

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

Language Models have ushered a new age of AI gaining traction within the NLP community as well as amongst the general population. AI's ability to make predictions, generations and its applications in sensitive decision-making scenarios,…

Computation and Language · Computer Science 2023-11-28 Ananya Malik

_Uncertainty expressions_ such as "probably" or "highly unlikely" are pervasive in human language. While prior work has established that there is population-level agreement in terms of how humans quantitatively interpret these expressions,…

Computation and Language · Computer Science 2024-11-08 Catarina G Belem , Markelle Kelly , Mark Steyvers , Sameer Singh , Padhraic Smyth

Speech rate has been shown to vary across social categories such as gender, age, and dialect, while also being conditioned by properties of speech planning. The effect of utterance length, where speech rate is faster and less variable for…

Computation and Language · Computer Science 2024-08-14 James Tanner , Morgan Sonderegger , Jane Stuart-Smith , Tyler Kendall , Jeff Mielke , Robin Dodsworth , Erik Thomas

Women and men pursue different but complementary forms of scientific innovation. Analyzing 261,452 solo-authored papers by U.S. scholars, with patterns confirmed by millions of multi-authored articles, we show that women more often bridge…

Digital Libraries · Computer Science 2026-03-24 C. Biliotti , M. Riccaboni , J. W. Lockhart , J. A. Evans

Similar to text-based Large Language Models (LLMs), Speech-LLMs exhibit emergent abilities and context awareness. However, whether these similarities extend to gender bias remains an open question. This study proposes a methodology…

Computation and Language · Computer Science 2025-08-20 Dariia Puhach , Amir H. Payberah , Éva Székely

Women's access to academic careers has been historically limited by discrimination and cultural constraints. Comprehensive information about gender inequality within disciplines is needed to understand the problem and target remedial…

Digital Libraries · Computer Science 2018-12-11 Mike Thelwall , Carol Bailey , Meiko Makita , Pardeep Sud , Devika P. Madalli

Prior research has established associations between individuals' language usage and their personal traits; our linguistic patterns reveal information about our personalities, emotional states, and beliefs. However, with the increasing…

Computation and Language · Computer Science 2024-04-04 Zhivar Sourati , Meltem Ozcan , Colin McDaniel , Alireza Ziabari , Nuan Wen , Ala Tak , Fred Morstatter , Morteza Dehghani

Gender bias is highly impacting natural language processing applications. Word embeddings have clearly been proven both to keep and amplify gender biases that are present in current data sources. Recently, contextualized word embeddings…

Computation and Language · Computer Science 2019-04-19 Christine Basta , Marta R. Costa-jussà , Noe Casas

We argue that uncertainty is a key and understudied limitation of LLMs' performance in creative writing, which is often characterized as trite and clich\'e-ridden. Literary theory identifies uncertainty as a necessary condition for creative…

Computation and Language · Computer Science 2026-02-19 Peiqi Sui

How common is self-citation in scholarly publication, and does the practice vary by gender? Using novel methods and a data set of 1.5 million research papers in the scholarly database JSTOR published between 1779 and 2011, the authors find…

Physics and Society · Physics 2017-12-14 Molly M. King , Carl T. Bergstrom , Shelley J. Correll , Jennifer Jacquet , Jevin D. West

Gender bias in machine translation (MT) is recognized as an issue that can harm people and society. And yet, advancements in the field rarely involve people, the final MT users, or inform how they might be impacted by biased technologies.…

Computation and Language · Computer Science 2024-10-08 Beatrice Savoldi , Sara Papi , Matteo Negri , Ana Guerberof , Luisa Bentivogli

The gender gap in computer science (CS) research is a well-studied problem, with an estimated ratio of 15%--30% women researchers. However, far less is known about gender representation in specific fields within CS. Here, we investigate the…

Digital Libraries · Computer Science 2022-04-08 Eitan Frachtenberg , Rhody D. Kaner

Language is far more than a communication tool. A wealth of information - including but not limited to the identities, psychological states, and social contexts of its users - can be gleaned through linguistic markers, and such insights are…

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

Women are often perceived as junior to their male counterparts, even within the same job titles. While there has been significant progress in the evaluation of gender bias in natural language processing (NLP), existing studies seldom…

Computation and Language · Computer Science 2022-05-23 Samhita Honnavalli , Aesha Parekh , Lily Ou , Sophie Groenwold , Sharon Levy , Vicente Ordonez , William Yang Wang

Large Language Models (LLMs) have made substantial progress in the past several months, shattering state-of-the-art benchmarks in many domains. This paper investigates LLMs' behavior with respect to gender stereotypes, a known issue for…

Computation and Language · Computer Science 2023-08-30 Hadas Kotek , Rikker Dockum , David Q. Sun

Although approximately 50% of medical school graduates today are women, female physicians tend to be underrepresented in senior positions, make less money than their male counterparts and receive fewer promotions. There is a growing body of…

Computation and Language · Computer Science 2022-06-02 Emmy Liu , Michael Henry Tessler , Nicole Dubosh , Katherine Mosher Hiller , Roger Levy