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Studies conducted on Western, Educated, Industrialized, Rich, and Democratic (WEIRD) samples are considered atypical of the world's population and may not accurately represent human behavior. In this study, we aim to quantify the extent to…

人机交互 · 计算机科学 2023-05-12 Ali Akbar Septiandri , Marios Constantinides , Mohammad Tahaei , Daniele Quercia

In human factor fields such as human-computer interaction (HCI) and psychology, researchers have been concerned that participants mostly come from WEIRD (Western, Educated, Industrialized, Rich, and Democratic) countries. This WEIRD skew…

密码学与安全 · 计算机科学 2023-10-10 Ayako A. Hasegawa , Daisuke Inoue , Mitsuaki Akiyama

Large language models (LLMs) are often trained on data that reflect WEIRD values: Western, Educated, Industrialized, Rich, and Democratic. This raises concerns about cultural bias and fairness. Using responses to the World Values Survey, we…

计算机与社会 · 计算机科学 2025-08-28 Ke Zhou , Marios Constantinides , Daniele Quercia

As an open and collaborative knowledge graph created by users and bots, it is possible that the knowledge in Wikidata is biased in regards to multiple factors such as gender, race, and country of citizenship. Previous work has mostly…

人工智能 · 计算机科学 2021-08-13 Zaina Shaik , Filip Ilievski , Fred Morstatter

Social media in scientific research offer a unique digital observatory of human behaviours and hence great opportunities to conduct research at large scale answering complex sociodemographic questions. We focus on the identification and…

计算机与社会 · 计算机科学 2019-01-24 Kyriaki Kalimeri , Mariano G. Beiro , Andrea Bonanomi , Alessandro Rosina , Ciro Cattuto

Human-Computer Interaction (HCI) and Computer Supported Collaborative Work (CSCW) have a longstanding tradition of interrogating the values that underlie systems in order to create novel and accessible experiences. In this work, we use a…

人机交互 · 计算机科学 2024-10-22 Philip Baillargeon , Jina Yoon , Amy Zhang

Censuses around the world are key sources of data to guide government investments and public policies. However, these sources are very expensive to obtain and are collected relatively infrequently. Over the last decade, there has been…

社会与信息网络 · 计算机科学 2020-05-19 Filipe N. Ribeiro , Fabrício Benevenuto , Emilio Zagheni

Multiple studies have demonstrated that behavior on internet-based social media platforms can be indicative of an individual's mental health status. The widespread availability of such data has spurred interest in mental health research…

计算与语言 · 计算机科学 2021-03-22 Carlos Aguirre , Keith Harrigian , Mark Dredze

Data annotation remains the sine qua non of machine learning and AI. Recent empirical work on data annotation has begun to highlight the importance of rater diversity for fairness, model performance, and new lines of research have begun to…

人工智能 · 计算机科学 2024-02-13 Andrew Smart , Ding Wang , Ellis Monk , Mark Díaz , Atoosa Kasirzadeh , Erin Van Liemt , Sonja Schmer-Galunder

Large Language Models have been widely been adopted by users for writing tasks such as sentence completions. While this can improve writing efficiency, prior research shows that LLM-generated suggestions may exhibit cultural biases which…

计算机与社会 · 计算机科学 2025-11-25 Aayush Kumar , Sanket Mhatre

ACII is the premier international forum for presenting the latest research on affective computing. In this work, we monitor, quantify and reflect on the diversity in ACII conference across time by computing a set of indexes. We measure…

计算机与社会 · 计算机科学 2021-09-17 Isabelle Hupont , Songül Tolan , Ana Freire , Lorenzo Porcaro , Sara Estevez , Emilia Gómez

Social biases based on gender, race, etc. have been shown to pollute machine learning (ML) pipeline predominantly via biased training datasets. Crowdsourcing, a popular cost-effective measure to gather labeled training datasets, is not…

人机交互 · 计算机科学 2020-04-07 Bhavya Ghai , Q. Vera Liao , Yunfeng Zhang , Klaus Mueller

Social media is considered a democratic space in which people connect and interact with each other regardless of their gender, race, or any other demographic factor. Despite numerous efforts that explore demographic factors in social media,…

社会与信息网络 · 计算机科学 2017-06-28 Johnnatan Messias , Pantelis Vikatos , Fabricio Benevenuto

The increasing reliance on complex algorithmic systems by online platforms has sparked a growing need for algorithm auditing, a methodology evaluating these systems' functionality and impact. In this paper, we systematically review 176…

人机交互 · 计算机科学 2025-02-28 Aleksandra Urman , Mykola Makhortykh , Aniko Hannak

A significant majority of AI fairness research studying the harmful outcomes of GAI tools have overlooked non-Western communities and contexts, necessitating a stronger coverage in this vein. We extend our previous work on exoticism (Ghosh…

计算机与社会 · 计算机科学 2025-08-06 Sourojit Ghosh , Sanjana Gautam , Pranav Venkit , Avijit Ghosh

Large language models (LLMs) have demonstrated remarkable capabilities in simulating human behaviour and social intelligence. However, they risk perpetuating societal biases, especially when demographic information is involved. We introduce…

计算机与社会 · 计算机科学 2025-06-11 Bryan Chen Zhengyu Tan , Roy Ka-Wei Lee

Social science concerns issues on individuals, relationships, and the whole society. The complexity of research topics in social science makes it the amalgamation of multiple disciplines, such as economics, political science, and sociology,…

社会与信息网络 · 计算机科学 2020-08-31 Jun Zhang , Wei Wang , Feng Xia , Yu-Ru Lin , Hanghang Tong

The recent wave of artificial intelligence, epitomized by large language models (LLMs),has presented opportunities and challenges for methodological innovation in political science,sparking discussions on a potential paradigm shift in the…

计算机与社会 · 计算机科学 2025-11-06 Zhenyu Wang , Dequan Wang , Yi Xu , Lingfeng Zhou , Yiqi Zhou

In recent years researchers have gravitated to social media platforms, especially Twitter, as fertile ground for empirical analysis of social phenomena. Social media provides researchers access to trace data of interactions and discourse…

物理与社会 · 物理学 2023-01-05 Peter Cihon , Taha Yasseri

A subset of machine learning research intersects with societal issues, including fairness, accountability and transparency, as well as the use of machine learning for social good. In this work, we analyze the scholars contributing to this…

计算机与社会 · 计算机科学 2021-02-05 Yu Tao , Kush R. Varshney
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