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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 aspect. Despite numerous efforts that explore demographic aspects in social media,…

Social and Information Networks · Computer Science 2018-04-03 Johnnatan Messias

We present a study of the relationship between gender, linguistic style, and social networks, using a novel corpus of 14,000 Twitter users. Prior quantitative work on gender often treats this social variable as a female/male binary; we…

Computation and Language · Computer Science 2014-05-13 David Bamman , Jacob Eisenstein , Tyler Schnoebelen

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,…

Social and Information Networks · Computer Science 2017-06-28 Johnnatan Messias , Pantelis Vikatos , Fabricio Benevenuto

Demographics, in particular, gender, age, and race, are a key predictor of human behavior. Despite the significant effect that demographics plays, most scientific studies using online social media do not consider this factor, mainly due to…

Social and Information Networks · Computer Science 2016-03-08 Jisun An , Ingmar Weber

This study aims to comprehend linguistic and socio-demographic features, encompassing English language styles, conveyed sentiments, and lexical diversity within spatial online social media review data. To this end, we undertake a case study…

Computation and Language · Computer Science 2023-11-14 Salim Sazzed

The wide use of social media sites and other digital technologies have resulted in an unprecedented availability of digital data that are being used to study human behavior across research domains. Although unsolicited opinions and…

Social and Information Networks · Computer Science 2018-06-01 Nina Cesare , Christan Grant , Quynh Nguyen , Hedwig Lee , Elaine O. Nsoesie

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…

Information Retrieval · Computer Science 2014-05-27 Puneet Singh Ludu

Many aspects of people's lives are proven to be deeply connected to their jobs. In this paper, we first investigate the distinct characteristics of major occupation categories based on tweets. From multiple social media platforms, we gather…

Computers and Society · Computer Science 2017-01-24 Tianran Hu , Haoyuan Xiao , Thuy-vy Thi Nguyen , Jiebo Luo

Gender analysis of Twitter can reveal important socio-cultural differences between male and female users. There has been a significant effort to analyze and automatically infer gender in the past for most widely spoken languages' content,…

Computation and Language · Computer Science 2022-03-02 Hamdy Mubarak , Shammur Absar Chowdhury , Firoj Alam

Computational social science studies often contextualize content analysis within standard demographics. Since demographics are unavailable on many social media platforms (e.g. Twitter) numerous studies have inferred demographics…

Computation and Language · Computer Science 2021-07-13 Zach Wood-Doughty , Paiheng Xu , Xiao Liu , Mark Dredze

Technologies for abusive language detection are being developed and applied with little consideration of their potential biases. We examine racial bias in five different sets of Twitter data annotated for hate speech and abusive language.…

Computation and Language · Computer Science 2019-05-30 Thomas Davidson , Debasmita Bhattacharya , Ingmar Weber

The need for a comprehensive study to explore various aspects of online social media has been instigated by many researchers. This paper gives an insight into the social platform, Twitter. In this present work, we have illustrated stepwise…

Social and Information Networks · Computer Science 2021-05-24 Shahab Saquib Sohail , Mohammad Muzammil Khan , M. Afshar Alam

Recently, numerous approaches have emerged in the social sciences to exploit the opportunities made possible by the vast amounts of data generated by online social networks (OSNs). Having access to information about users on such a scale…

Computer-mediated communication is driving fundamental changes in the nature of written language. We investigate these changes by statistical analysis of a dataset comprising 107 million Twitter messages (authored by 2.7 million unique user…

Computation and Language · Computer Science 2014-11-25 Jacob Eisenstein , Brendan O'Connor , Noah A. Smith , Eric P. Xing

Social media is heading towards more and more personalization, where individuals reveal their beliefs, interests, habits, and activities, simply offering glimpses into their personality traits. This study, explores the correlation between…

Computation and Language · Computer Science 2024-07-24 Mokhaiber Dandash , Masoud Asadpour

The use of Large Language Models (LLMs) has proven to be a tool that could help in the automatic detection of sexism. Previous studies have shown that these models contain biases that do not accurately reflect reality, especially for…

Computation and Language · Computer Science 2025-08-26 Judith Tavarez-Rodríguez , Fernando Sánchez-Vega , A. Pastor López-Monroy

Though dialectal language is increasingly abundant on social media, few resources exist for developing NLP tools to handle such language. We conduct a case study of dialectal language in online conversational text by investigating…

Computation and Language · Computer Science 2016-09-01 Su Lin Blodgett , Lisa Green , Brendan O'Connor

The correlation between the demographics of users and the text they write has been investigated through literary texts and, more recently, social media. However, differences pertaining to language use in search engines has not been…

Computers and Society · Computer Science 2018-05-24 Elad Yom-Tov

Over the past century, personality theory and research has successfully identified core sets of characteristics that consistently describe and explain fundamental differences in the way people think, feel and behave. Such characteristics…

Computation and Language · Computer Science 2019-03-06 Vivek Kulkarni , Margaret L. Kern , David Stillwell , Michal Kosinski , Sandra Matz , Lyle Ungar , Steven Skiena , H. Andrew Schwartz

Our usage of language is not solely reliant on cognition but is arguably determined by myriad external factors leading to a global variability of linguistic patterns. This issue, which lies at the core of sociolinguistics and is backed by…

Computation and Language · Computer Science 2018-04-05 Jacob Levy Abitbol , Márton Karsai , Jean-Philippe Magué , Jean-Pierre Chevrot , Eric Fleury
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