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The statistical regularities in language corpora encode well-known social biases into word embeddings. Here, we focus on gender to provide a comprehensive analysis of group-based biases in widely-used static English word embeddings trained…

计算机与社会 · 计算机科学 2022-06-08 Aylin Caliskan , Pimparkar Parth Ajay , Tessa Charlesworth , Robert Wolfe , Mahzarin R. Banaji

With the rapid progress of Large Language Models (LLMs), the general public now has easy and affordable access to applications capable of answering most health-related questions in a personalized manner. These LLMs are increasingly proving…

人工智能 · 计算机科学 2025-10-20 Emma Kondrup , Anne Imouza

The objective of this study is to understand the online Ask the Doctor services medical advice on internet platforms via AskDoc, a Reddit community that serves as a public AtD platform and study if platforms mirror existing hurdles and…

信息检索 · 计算机科学 2025-09-12 Shashank Gupta

When interacting with information retrieval (IR) systems, users, affected by confirmation biases, tend to select search results that confirm their existing beliefs on socially significant contentious issues. To understand the judgments and…

信息检索 · 计算机科学 2024-06-18 Ben Wang , Jiqun Liu

This paper addresses the task of user gender classification in social media, with an application to Twitter. The approach automatically predicts gender by leveraging observable information such as the tweet behavior, linguistic content of…

信息检索 · 计算机科学 2014-05-27 Puneet Singh Ludu

Gender information is no longer a mandatory input when registering for an account at many leading Internet companies. However, prediction of demographic information such as gender and age remains an important task, especially in…

机器学习 · 计算机科学 2021-02-09 Yifan Hu , Changwei Hu , Thanh Tran , Tejaswi Kasturi , Elizabeth Joseph , Matt Gillingham

Web search engines influence perception of social reality by filtering and ranking information. However, their outputs are often subjected to bias that can lead to skewed representation of subjects such as professional occupations or…

信息检索 · 计算机科学 2021-06-29 Mykola Makhortykh , Aleksandra Urman , Roberto Ulloa

Personal values have significant influence on individuals' behaviors, preferences, and decision making. It is therefore not a surprise that personal values of a person could influence his or her social media content and activities. Instead…

社会与信息网络 · 计算机科学 2020-07-17 Amila Silva , Pei-Chi Lo , Ee-Peng Lim

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…

计算与语言 · 计算机科学 2026-01-27 Scott Friedman , Sonja Schmer-Galunder , Anthony Chen , Jeffrey Rye

Automated gender classification has important applications in many domains, such as demographic research, law enforcement, online advertising, as well as human-computer interaction. Recent research has questioned the fairness of this…

计算机视觉与模式识别 · 计算机科学 2020-09-25 Anoop Krishnan , Ali Almadan , Ajita Rattani

The search engine is tightly coupled with social networks and is primarily designed for users to acquire interested information. Specifically, the search engine assists the information dissemination for social networks, i.e., enabling users…

社会与信息网络 · 计算机科学 2017-03-20 Cai Fu , Chenchen Peng , Xiao-Yang Liu

Large Language Models (LLMs) are increasingly used for accessing information on the web. Their truthfulness and factuality are thus of great interest. To help users make the right decisions about the information they get, LLMs should not…

计算与语言 · 计算机科学 2024-04-03 Chenglei Si , Navita Goyal , Sherry Tongshuang Wu , Chen Zhao , Shi Feng , Hal Daumé , Jordan Boyd-Graber

Social media provide access to behavioural data at an unprecedented scale and granularity. However, using these data to understand phenomena in a broader population is difficult due to their non-representativeness and the bias of…

计算机与社会 · 计算机科学 2019-05-16 Zijian Wang , Scott A. Hale , David Adelani , Przemyslaw A. Grabowicz , Timo Hartmann , Fabian Flöck , David Jurgens

Through the use of first name substitution experiments, prior research has demonstrated the tendency of social commonsense reasoning models to systematically exhibit social biases along the dimensions of race, ethnicity, and gender (An et…

计算与语言 · 计算机科学 2023-05-29 Haozhe An , Rachel Rudinger

Computational social scientists often harness the Web as a "societal observatory" where data about human social behavior is collected. This data enables novel investigations of psychological, anthropological and sociological research…

计算机与社会 · 计算机科学 2016-03-15 Fariba Karimi , Claudia Wagner , Florian Lemmerich , Mohsen Jadidi , Markus Strohmaier

Large language models (LLMs) are rapidly being adopted as research assistants, particularly for literature review and reference recommendation, yet little is known about whether they introduce demographic bias into citation workflows. This…

数字图书馆 · 计算机科学 2025-08-06 Jiangen He

Humans have entered the age of algorithms. Each minute, algorithms shape countless preferences from suggesting a product to a potential life partner. In the marketplace algorithms are trained to learn consumer preferences from customer…

计算与语言 · 计算机科学 2019-02-04 A. Mishra , H. Mishra , S. Rathee

This paper presents an example of how demographical characteristics of patients influence their susceptibility to certain medical conditions. In this paper, we investigate the association of health conditions to age of patients in a…

应用统计 · 统计学 2017-01-10 Fahad Alhasoun , May Alhazzani , Marta C. González

We conduct a detailed investigation of correlations between real-time expressions of individuals made across the United States and a wide range of emotional, geographic, demographic, and health characteristics. We do so by combining (1) a…

Prior work shows that men and women speak with different levels of confidence, though it's often assumed that these differences are innate or are learned in early childhood. Using academic publishing as a setting, we find that language…

综合经济学 · 经济学 2023-05-15 Anna Costello , Ekaterina Fedorova , Zhijing Jin , Rada Mihalcea