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Tweets are the most concise form of communication in online social media, wherein a single tweet has the potential to make or break the discourse of the conversation. Online hate speech is more accessible than ever, and stifling its…

Social and Information Networks · Computer Science 2023-05-16 Qing Meng , Tharun Suresh , Roy Ka-Wei Lee , Tanmoy Chakraborty

The rapid expansion of cyberspace has greatly facilitated the strategic shift of traditional crimes to online platforms. This has included malicious actors, such as extremist organisations, making use of online networks to disseminate…

Computers and Society · Computer Science 2020-08-28 Fatima Zahrah , Jason R. C. Nurse , Michael Goldsmith

Counterspeech, i.e. the practice of responding to online hate speech, has gained traction in NLP as a promising intervention. While early work emphasised collaboration with non-governmental organisation stakeholders, recent research trends…

Computation and Language · Computer Science 2025-08-07 Tanvi Dinkar , Aiqi Jiang , Simona Frenda , Poppy Gerrard-Abbott , Nancie Gunson , Gavin Abercrombie , Ioannis Konstas

`Scale the model, scale the data, scale the GPU-farms' is the reigning sentiment in the world of generative AI today. While model scaling has been extensively studied, data scaling and its downstream impacts remain under explored. This is…

Computers and Society · Computer Science 2023-06-30 Abeba Birhane , Vinay Prabhu , Sang Han , Vishnu Naresh Boddeti

The proliferation of online hate speech poses a significant threat to the harmony of the web. While explicit hate is easily recognized through overt slurs, implicit hate speech is often conveyed through sarcasm, irony, stereotypes, or coded…

Computation and Language · Computer Science 2026-02-04 Chengshuai Zhao , Shu Wan , Paras Sheth , Karan Patwa , K. Selçuk Candan , Huan Liu

Racism and intolerance on social media contribute to a toxic online environment which may spill offline to foster hatred, and eventually lead to physical violence. That is the case with online antisemitism, the specific category of hatred…

Computers and Society · Computer Science 2024-03-12 Raza Ul Mustafa , Nathalie Japkowicz

This report provides an engagement analysis of counternarratives against online toxicity. Between February 2020 and July 2021, we observed over 15 million toxic messages on social media identified by our fine-grained, multilingual detection…

Computation and Language · Computer Science 2021-11-16 Tom De Smedt , Pierre Voué , Sylvia Jaki , Emily Duffy , Lydia El-Khouri

Deep Neural Networks (DNNs) have achieved state of the art results and even outperformed human accuracy in many challenging tasks, leading to DNNs adoption in a variety of fields including natural language processing, pattern recognition,…

Machine Learning · Computer Science 2025-02-26 Mabel Ogonna , Abigail Adeniran , Adewale Adeyemo

Hate speech is a form of online harassment that involves the use of abusive language, and it is commonly seen in social media posts. This sort of harassment mainly focuses on specific group characteristics such as religion, gender,…

Computation and Language · Computer Science 2022-06-10 Georgios K. Pitsilis

We investigate predictors of anti-Asian hate among Twitter users throughout COVID-19. With the rise of xenophobia and polarization that has accompanied widespread social media usage in many nations, online hate has become a major social…

Computers and Society · Computer Science 2021-09-16 Jisun An , Haewoon Kwak , Claire Seungeun Lee , Bogang Jun , Yong-Yeol Ahn

Machine learning and data mining techniques are utiized for enhancement of the security of any network. Researchers used machine learning for pattern detection, anomaly detection, dynamic policy setting, etc. The methods allow the program…

Cryptography and Security · Computer Science 2024-08-31 Aviral Srivastava , Dhyan Thakkar , Sharda Valiveti , Pooja Shah , Gaurang Raval

To identify and classify toxic online commentary, the modern tools of data science transform raw text into key features from which either thresholding or learning algorithms can make predictions for monitoring offensive conversations. We…

Machine Learning · Computer Science 2018-10-05 David Noever

With rise in security breaches over the past few years, there has been an increasing need to mine insights from social media platforms to raise alerts of possible attacks in an attempt to defend conflict during competition. We use…

Social and Information Networks · Computer Science 2018-11-16 Soumajyoti Sarkar , Mohammad Almukaynizi , Jana Shakarian , Paulo Shakarian

Many online hate groups exist to disparage others based on race, gender identity, sex, or other characteristics. The accessibility of these communities allows users to join multiple types of hate groups (e.g., a racist community and a…

Social and Information Networks · Computer Science 2024-11-22 Daniel Hickey , Daniel M. T. Fessler , Kristina Lerman , Keith Burghardt

The proliferation of hate speech on social media platforms has necessitated the development of effective detection and moderation tools. This study evaluates the efficacy of various machine learning models in identifying hate speech and…

Computation and Language · Computer Science 2026-02-25 Saurabh Mishra , Shivani Thakur , Radhika Mamidi

Terror attacks have been linked in part to online extremist content. Although tens of thousands of Islamist extremism supporters consume such content, they are a small fraction relative to peaceful Muslims. The efforts to contain the…

Social and Information Networks · Computer Science 2023-09-04 Ugur Kursuncu , Manas Gaur , Carlos Castillo , Amanuel Alambo , K. Thirunarayan , Valerie Shalin , Dilshod Achilov , I. Budak Arpinar , Amit Sheth

We examined how online hate is motivated by receiving social approval via Walther's (2024) social approval theory of online hate, which argues (H1a) more signals of social approval on hate messages predicts more subsequent hate messages,…

Computation and Language · Computer Science 2025-11-24 David M. Markowitz , Samuel Hardman Taylor

Measuring and forecasting opinion trends from real-time social media is a long-standing goal of big-data analytics. Despite its importance, there has been no conclusive scientific evidence so far that social media activity can capture the…

Social and Information Networks · Computer Science 2018-09-12 Alexandre Bovet , Flaviano Morone , Hernan A. Makse

With the development of social networks, fake news for various commercial and political purposes has been appearing in large numbers and gotten widespread in the online world. With deceptive words, people can get infected by the fake news…

Computation and Language · Computer Science 2023-01-16 Yang Yang , Lei Zheng , Jiawei Zhang , Qingcai Cui , Zhoujun Li , Philip S. Yu

Fighting online hate speech is a challenge that is usually addressed using Natural Language Processing via automatic detection and removal of hate content. Besides this approach, counter narratives have emerged as an effective tool employed…

Computation and Language · Computer Science 2022-11-08 Helena Bonaldi , Sara Dellantonio , Serra Sinem Tekiroglu , Marco Guerini
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