Race and racism in Internet studies: A review and critique
September 18, 2023
Race and racism persist online in ways that are both new and unique to the Internet, alongside vestiges of centuries-old forms that reverberate significantly both offline and on. As we mark 15 years into the field of Internet studies, it becomes necessary to assess what the extant research tells us about race and racism. This ...
Deep Learning for Hate Speech Detection in Tweets
September 18, 2023
Hate speech detection on Twitter is critical for applications like controversial event extraction, building AI chatterbots, content recommendation, and sentiment analysis. We define this task as being able to classify a tweet as racist, sexist or neither. The complexity of the natural language constructs makes this task very challenging. We perform extensive experiments with multiple ...
Stereotypical Bias Removal for Hate Speech Detection Task using Knowledge-based Generalizations
September 18, 2023
With the ever-increasing cases of hate spread on social media platforms, it is critical to design abuse detection mechanisms to pro-actively avoid and control such incidents. While there exist methods for hate speech detection, they stereotype words and hence suffer from inherently biased training. Bias removal has been traditionally studied for structured datasets, but we ...
Automatic Identification and Classification of Misogynistic Language on Twitter
September 18, 2023
Hate speech may take different forms in online social media. Most of the investigations in the literature are focused on detecting abusive language in discussions about ethnicity, religion, gender identity and sexual orientation. In this paper, we address the problem of automatic detection and categorization of misogynous language in online social media. The main contribution ...
Extreme parallels: a corpus-driven analysis of ISIS and far-right discourse
September 18, 2023
In this study, we examine key psychological dimensions in the manifestos authored by the perpetrators of the Christchurch and Utøya massacres, the right-wing extremists Brenton Tarrant and Anders Breivik, and the ISIS propaganda magazine Rumiyah. All texts were authored and disseminated virtually with the purpose of attracting or consolidating support, and justifying violent, discriminatory actions. ...
Propaganda and the Nihilism of the Alt-Right
September 18, 2023
The alt-right is an online subculture marked by its devotion to the execution of a racist, misogynistic, and xenophobic politics through trolling, pranking, meme-making, and mass murder. It is this devotion to far-right politics through the discordant conjunction of humor and suicidal violence this article seeks to explain by situating the movement for the first ...
(((They))) rule: Memetic antagonism and nebulous othering on 4chan
September 18, 2023
Previously theorised as vehicles for expressing progressive dissent, this article considers how political memes have become entangled in the recent reactionary turn of web subcultures. Drawing on Chantal Mouffe’s work on political affect, this article examines how online anonymous communities use memetic literacy, memetic abstraction, and memetic antagonism to constitute themselves as political collectives. Specifically, ...
Detecting Hate Speech on Twitter Using a Convolution-GRU Based Deep Neural Network
September 18, 2023
In recent years, the increasing propagation of hate speech on social media and the urgent need for effective counter-measures have drawn significant investment from governments, companies, and empirical research. Despite a large number of emerging scientific studies to address the problem, a major limitation of existing work is the lack of comparative evaluations, which makes ...
Understanding Abuse: A Typology of Abusive Language Detection Subtasks
September 18, 2023
As the body of research on abusive language detection and analysis grows, there is a need for critical consideration of the relationships between different subtasks that have been grouped under this label. Based on work on hate speech, cyberbullying, and online abuse we propose a typology that captures central similarities and differences between subtasks and ...
The Effects of User Features on Twitter Hate Speech Detection
September 18, 2023
The paper investigates the potential effects user features have on hate speech classification. A quantitative analysis of Twitter data was conducted to better understand user characteristics, but no correlations were found between hateful text and the characteristics of the users who had posted it. However, experiments with a hate speech classifier based on datasets from ...