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In this work we explore cyberbullying and other toxic behavior in team competition online games. Using a dataset of over 10 million player reports on 1.46 million toxic players along with corresponding crowdsourced decisions, we test…

Computers and Society · Computer Science 2015-04-10 Haewoon Kwak , Jeremy Blackburn , Seungyeop Han

Toxicity in online gaming communities remains a persistent challenge, manifesting across genres, platforms, and player interactions. While much research is focused on in-game toxicity, less is known about how toxic behavior varies between…

Computation and Language · Computer Science 2026-05-26 Ronja Fuchs , Florian Rupp , Timo Bertram , Kai Eckert , Alexander Dockhorn

Toxicity is a widespread phenomenon in competitive online video games. In addition to its direct undesirable effects, there is a concern that toxicity can spread to others, amplifying the harm caused by a single player's misbehavior. In…

Computers and Society · Computer Science 2025-02-04 Jacob Morrier , Amine Mahmassani , R. Michael Alvarez

In this paper we explore the linguistic components of toxic behavior by using crowdsourced data from over 590 thousand cases of accused toxic players in a popular match-based competition game, League of Legends. We perform a series of…

Social and Information Networks · Computer Science 2014-10-21 Haewoon Kwak , Jeremy Blackburn

Online multiplayer games like League of Legends, Counter Strike, and Skribbl.io create experiences through community interactions. Providing players with the ability to interact with each other through multiple modes also opens a Pandora…

Computers and Society · Computer Science 2024-07-08 Lynnette Hui Xian Ng , Adrian Xuan Wei Lim , Michael Miller Yoder

This article seeks to provide accurate estimates of the causal effect of exposure to toxic language on player engagement and the proliferation of toxic language. To this end, we analyze proprietary data from the first-person action video…

Human-Computer Interaction · Computer Science 2024-07-16 Jacob Morrier , Amine Mahmassani , R. Michael Alvarez

Both offline and online human behaviors are affected by personality. Of special interests are online games, where players have to impersonate specific roles and their behaviors are extensively tracked by the game. In this paper, we propose…

Human-Computer Interaction · Computer Science 2019-05-22 Zhao Wang , Anna Sapienza , Aron Culotta , Emilio Ferrara

This study explores the influence of environmental colors on human behavior, specifically focusing on aggressiveness and passiveness. Color is widely regarded as an influential environmental factor shaping human behavior, yet existing…

Human-Computer Interaction · Computer Science 2025-04-22 Austin Deng-Yao Yang , Shih-Jen Tsai , Hsin-Jung Tsai

Real-time toxicity detection in online environments poses a significant challenge, due to the increasing prevalence of social media and gaming platforms. We introduce ToxBuster, a simple and scalable model that reliably detects toxic…

Computation and Language · Computer Science 2024-08-22 Zachary Yang , Nicolas Grenan-Godbout , Reihaneh Rabbany

Context: While most research shows positive effects of gamification, the focus on its adverse effects is considerably smaller and further understanding is needed. Objective: To provide a comprehensive overview on research reporting negative…

Software Engineering · Computer Science 2023-05-16 Clauvin Almeida , Marcos Kalinowski , Anderson Uchoa , Bruno Feijo

Toxicity and harassment are widespread in the video-gaming context. Especially in competitive online multiplayer scenarios, gamers oftentimes send harmful messages to other players (teammates or opponents) whose consequences span from mild…

Cryptography and Security · Computer Science 2026-04-14 Jonas Ave , Irdin Pekaric , Matthias Frohner , Giovanni Apruzzese

Common problems in playing online mobile and computer games were related to toxic behavior and abusive communication among players. Based on different reports and studies, the study also discusses the impact of online hate speech and…

Computation and Language · Computer Science 2024-03-28 Daniel Fesalbon , Arvin De La Cruz , Marvin Mallari , Nelson Rodelas

Online competitive action games have flourished as a space for entertainment and social connections, yet they face challenges from a small percentage of players engaging in disruptive behaviors. This study delves into the under-explored…

Deceptive game designs that manipulate players are increasingly common in the gaming industry, but the impact on players is not well studied. While studies have revealed player frustration, there is a gap in understanding how cultural…

Human-Computer Interaction · Computer Science 2025-03-26 Hilda Hadan , Sabrina A. Sgandurra , Leah Zhang-Kennedy , Lennart E. Nacke

Much in the same way that people enjoy, from time to time, the pathos of consuming a tragic film or piece of literature, designers of digital games are increasingly including elements within their games that evoke uncomfortable or negative…

Computers and Society · Computer Science 2019-09-17 Tom Blount , Callum Spawforth

One problem facing players of competitive games is negative, or toxic, behavior. League of Legends, the largest eSport game, uses a crowdsourcing platform called the Tribunal to judge whether a reported toxic player should be punished or…

Social and Information Networks · Computer Science 2014-04-24 Jeremy Blackburn , Haewoon Kwak

Teamwork is vital in many settings, and it is socially beneficial for teams to cooperate in some situations (``good games'') and not in others (``bad games;'' e.g., those that allow for corruption). A team's cooperation in any given game…

Theoretical Economics · Economics 2026-02-17 Jonathan Bendor , Lukas Bolte , Nicole Immorlica , Matthew O. Jackson

In many settings, machine learning models may be used to inform decisions that impact individuals or entities who interact with the model. Such entities, or agents, may game model decisions by manipulating their inputs to the model to…

Machine Learning · Computer Science 2024-12-04 Trenton Chang , Lindsay Warrenburg , Sae-Hwan Park , Ravi B. Parikh , Maggie Makar , Jenna Wiens

The detrimental effects of toxicity in competitive online video games are widely acknowledged, prompting publishers to monitor player chat conversations. This is challenging due to the context-dependent nature of toxicity, often spread…

Computation and Language · Computer Science 2025-04-03 Adrien Schurger-Foy , Rafal Dariusz Kocielnik , Caglar Gulcehre , R. Michael Alvarez

This study explores the prevalence of dark patterns in mobile games that exploit players through temporal, monetary, social, and psychological means. Recognizing the ethical concerns and potential harm surrounding these manipulative…

Human-Computer Interaction · Computer Science 2024-12-09 Sam Niknejad , Thomas Mildner , Nima Zargham , Susanne Putze , Rainer Malaka
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