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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…

计算与语言 · 计算机科学 2014-05-13 David Bamman , Jacob Eisenstein , Tyler Schnoebelen

Stating your gender pronouns, along with your name, is becoming the new norm of self-introductions at school, at the workplace, and online. The increasing prevalence and awareness of nonconforming gender identities put discussions of…

社会与信息网络 · 计算机科学 2023-10-31 Julie Jiang , Emily Chen , Luca Luceri , Goran Murić , Francesco Pierri , Ho-Chun Herbert Chang , Emilio Ferrara

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,…

计算与语言 · 计算机科学 2022-03-02 Hamdy Mubarak , Shammur Absar Chowdhury , Firoj Alam

The massive popularity of online social media provides a unique opportunity for researchers to study the linguistic characteristics and patterns of user's interactions. In this paper, we provide an in-depth characterization of language…

社会与信息网络 · 计算机科学 2017-05-12 Pantelis Vikatos , Johnnatan Messias , Manoel Miranda , Fabricio Benevenuto

This work presents a set of experiments conducted to predict the gender of Twitter users based on language-independent features extracted from the text of the users' tweets. The experiments were performed on a version of TwiSty dataset…

计算与语言 · 计算机科学 2024-12-02 Reyhaneh Hashempour , Barbara Plank , Aline Villavicencio , Renato Cordeiro de Amorim

Social media is commonly used by the public during election campaigns to express their opinions regarding different issues. Among various social media channels, Twitter provides an efficient platform for researchers and politicians to…

社会与信息网络 · 计算机科学 2022-07-15 Amir Karami , Spring B. Clark , Anderson Mackenzie , Dorathea Lee , Michael Zhu , Hannah R. Boyajieff , Bailey Goldschmidt

Much attention has been given to the task of gender inference of Twitter users. Although names are strong gender indicators, the names of Twitter users are rarely used as a feature; probably due to the high number of ill-formed names, which…

计算与语言 · 计算机科学 2016-07-04 Juergen Mueller , Gerd Stumme

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

There is an ongoing debate about whether the Internet is like a public sphere or an echo chamber. Among many forms of social media, Twitter is one of the most crucial online places for political debate. Most of the previous studies focus on…

计算机与社会 · 计算机科学 2017-11-21 Hiroki Takikawa , Kikuko Nagayoshi

Working from a dataset of 118 billion messages running from the start of 2009 to the end of 2019, we identify and explore the relative daily use of over 150 languages on Twitter. We find that eight languages comprise 80% of all tweets, with…

In efforts to keep up with the rapid progress and use of large language models, gender bias research is becoming more prevalent in NLP. Non-English bias research, however, is still in its infancy with most work focusing on English. In our…

计算与语言 · 计算机科学 2023-06-19 Victor Steinborn , Antonis Maronikolakis , Hinrich Schütze

Automatic abusive language detection is a difficult but important task for online social media. Our research explores a two-step approach of performing classification on abusive language and then classifying into specific types and compares…

计算与语言 · 计算机科学 2017-06-06 Ji Ho Park , Pascale Fung

Studying the ways in which language is gendered has long been an area of interest in sociolinguistics. Studies have explored, for example, the speech of male and female characters in film and the language used to describe male and female…

计算与语言 · 计算机科学 2019-06-13 Alexander Hoyle , Wolf-Sonkin , Hanna Wallach , Isabelle Augenstein , Ryan Cotterell

Algorithms are widely applied to detect hate speech and abusive language in social media. We investigated whether the human-annotated data used to train these algorithms are biased. We utilized a publicly available annotated Twitter dataset…

计算与语言 · 计算机科学 2020-05-29 Jae Yeon Kim , Carlos Ortiz , Sarah Nam , Sarah Santiago , Vivek Datta

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,…

社会与信息网络 · 计算机科学 2018-04-03 Johnnatan Messias

Twitter is one of the most popular social media. Due to the ease of availability of data, Twitter is used significantly for research purposes. Twitter is known to evolve in many aspects from what it was at its birth; nevertheless, how it…

社会与信息网络 · 计算机科学 2015-09-18 Suman Kalyan Maity , Bhadreswar Ghuku , Abhishek Upmanyu , Animesh Mukherjee

Transformer models have shown impressive performance on a variety of NLP tasks. Off-the-shelf, pre-trained models can be fine-tuned for specific NLP classification tasks, reducing the need for large amounts of additional training data.…

计算与语言 · 计算机科学 2020-10-06 Maaike Burghoorn , Maaike H. T. de Boer , Stephan Raaijmakers

In Twitter, a name, phrase, or topic that is mentioned at a greater rate than others is called a "trending topic" or simply "trend". Twitter trends list has a powerful ability to promote public events such as natural events, political…

社会与信息网络 · 计算机科学 2020-08-31 Issa Annamoradnejad , Jafar Habibi

Twitter is a well-known microblogging social site where users express their views and opinions in real-time. As a result, tweets tend to contain valuable information. With the advancements of deep learning in the domain of natural language…

计算与语言 · 计算机科学 2020-10-22 Mohiuddin Md Abdul Qudar , Vijay Mago

Author profiling is the characterization of an author through some key attributes such as gender, age, and language. In this paper, a RNN model with Attention (RNNwA) is proposed to predict the gender of a twitter user using their tweets.…

计算与语言 · 计算机科学 2019-09-09 Erhan Sezerer , Ozan Polatbilek , Selma Tekir
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