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Social media platforms, despite their value in promoting open discourse, are often exploited to spread harmful content. Current deep learning and natural language processing models used for detecting this harmful content overly rely on…

Computation and Language · Computer Science 2023-12-12 Paras Sheth , Tharindu Kumarage , Raha Moraffah , Aman Chadha , Huan Liu

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

We present a minimal yet empirically-grounded theory for the spread of online harms (e.g. misinformation, hate) across current multi-platform social media and future Metaverses. New physics emerges from the interplay between the intrinsic…

Physics and Society · Physics 2022-01-13 Chen Xu , Pak Ming Hui , Om K. Jha , Chenkai Xia , Neil F. Johnson

The present online social media platform is afflicted with several issues, with hate speech being on the predominant forefront. The prevalence of online hate speech has fueled horrific real-world hate-crime such as the mass-genocide of…

Social and Information Networks · Computer Science 2018-12-06 Binny Mathew , Ritam Dutt , Pawan Goyal , Animesh Mukherjee

The rapid spread of radical ideologies in recent years has led to a worldwide string of terrorist attacks. Understanding how extremist tendencies germinate, develop, and drive individuals to action is important from a cultural standpoint,…

Physics and Society · Physics 2025-12-03 Yao-li Chuang , Maria R. D'Orsogna

The emergence of the COVID-19 pandemic resulted in a significant rise in the spread of misinformation on online platforms such as Twitter. Oftentimes this growth is blamed on the idea of the "echo chamber." However, the behavior said to…

Social and Information Networks · Computer Science 2024-12-13 Caleb Stam , Emily Saldanha , Mahantesh Halappanavar , Anurag Acharya

Large-scale hazards affect societies not only through direct physical impacts but also through emotions that spread across populations. Fueled by social amplification and networked communication, collective emotions often diverge markedly…

Physics and Society · Physics 2026-04-01 Xiaolei Chu , Guanren Zhou , Marco Broccardo , Didier Sornette , Khalid M. Mosalam , Ziqi Wang

User-generated content online is shaped by many factors, including endogenous elements such as platform affordances and norms, as well as exogenous elements, in particular significant events. These impact what users say, how they say it,…

Social and Information Networks · Computer Science 2018-04-23 Alexandra Olteanu , Carlos Castillo , Jeremy Boy , Kush R. Varshney

We address a challenging problem of identifying main sources of hate speech on Twitter. On one hand, we carefully annotate a large set of tweets for hate speech, and deploy advanced deep learning to produce high quality hate speech…

Social and Information Networks · Computer Science 2022-03-21 Bojan Evkoski , Andraz Pelicon , Igor Mozetic , Nikola Ljubesic , Petra Kralj Novak

Hate speech is ubiquitous on the Web. Recently, the offline causes that contribute to online hate speech have received increasing attention. A recurring question is whether the occurrence of extreme events offline systematically triggers…

Applications · Statistics 2020-10-01 Erik Scharwächter , Emmanuel Müller

Online hate speech is responsible for violent attacks such as, e.g., the Pittsburgh synagogue shooting in 2018, thereby posing a significant threat to vulnerable groups and society in general. However, little is known about what makes hate…

Social and Information Networks · Computer Science 2024-11-26 Abdurahman Maarouf , Nicolas Pröllochs , Stefan Feuerriegel

The recent surge in women reporting sexual assault and harassment (e.g., #metoo campaign) has highlighted a longstanding societal crisis. This injustice is partly due to a culture of discrediting women who report such crimes and also, rape…

Social and Information Networks · Computer Science 2018-10-03 Rahul Pandey , Hemant Purohit , Bonnie Stabile , Aubrey Grant

Analyzing the possibilities of mutual influence of users in new media, the researchers found a high level of aggression and hate speech when discussing an urgent social problem - measures for COVID-19 fighting. This fact determined the…

Social and Information Networks · Computer Science 2022-08-26 Varvara Kazhberova , Alexander Chkhartishvili , Dmitry Gubanov , Ivan Kozitsin , Evgeny Belyavsky , Denis Fedyanin , Sergey Cherkasov , Dmitry Meshkov

The study of online discourse has become central to understanding societal polarization. While much research has focused on detecting overt toxicity, the subtle dynamics of social cohesion, meaning the interaction between divisive and…

Computation and Language · Computer Science 2026-05-22 Aisha Ali Al-Athba , Wajdi Zaghouani

Members of different political groups not only disagree about issues but also dislike and distrust each other. While social media can amplify this emotional divide -- called affective polarization by political scientists -- there is a lack…

Social and Information Networks · Computer Science 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao

This study investigates the dynamics of extreme opinions on social media during the 2023 Israeli-Palestinian conflict, utilising a comprehensive dataset of over 450,000 posts from four Reddit subreddits (r/Palestine, r/Judaism,…

Social and Information Networks · Computer Science 2025-06-10 Alessio Guerra , Marcello Lepre , Oktay Karakus

Since the proliferation of social media usage, hate speech has become a major crisis. Hateful content can spread quickly and create an environment of distress and hostility. Further, what can be considered hateful is contextual and varies…

Social and Information Networks · Computer Science 2022-01-05 Tanmoy Chakraborty , Sarah Masud

Cyberaggression has been studied in various contexts and online social platforms, and modeled on different data using state-of-the-art machine and deep learning algorithms to enable automatic detection and blocking of this behavior. Users…

Social and Information Networks · Computer Science 2021-06-28 Chrysoula Terizi , Despoina Chatzakou , Evaggelia Pitoura , Panayiotis Tsaparas , Nicolas Kourtellis

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

COVID-19 has brought about many changes in social dynamics. Stay-at-home orders and disruptions in school teaching can influence bullying behavior in-person and online, both of which leading to negative outcomes in victims. To study…

Social and Information Networks · Computer Science 2026-03-31 Christopher Perez , Sayar Karmakar