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There is an ongoing debate about how to moderate toxic speech on social media and the impact of content moderation on online discourse. This paper proposes and validates a methodology for measuring the content-moderation-induced distortions…

社会与信息网络 · 计算机科学 2026-03-04 Mahyar Habibi , Dirk Hovy , Carlo Schwarz

Over the past few years, there is a heated debate and serious public concerns regarding online content moderation, censorship, and the principle of free speech on the Web. To ease these concerns, social media platforms like Twitter and…

社会与信息网络 · 计算机科学 2021-04-14 Savvas Zannettou

In the pursuit of bolstering user safety, social media platforms deploy active moderation strategies, including content removal and user suspension. These measures target users engaged in discussions marked by hate speech or toxicity, often…

社会与信息网络 · 计算机科学 2024-01-26 Hina Qayyum , Muhammad Ikram , Benjamin Zi Hao Zhao , Ian D. Wood , Nicolas Kourtellis , Mohamed Ali Kaafar

Social media platforms empower us in several ways, from information dissemination to consumption. While these platforms are useful in promoting citizen journalism, public awareness etc., they have misuse potentials. Malicious users use them…

计算与语言 · 计算机科学 2023-05-10 Hamdy Mubarak , Samir Abdaljalil , Azza Nassar , Firoj Alam

Online toxic attacks, such as harassment, trolling, and hate speech have been linked to an increase in offline violence and negative psychological effects on victims. In this paper, we studied the impact of toxicity on users' online…

社会与信息网络 · 计算机科学 2022-10-25 Ana Aleksandric , Sayak Saha Roy , Shirin Nilizadeh

Current content moderation follows a reactive, trial-and-error approach, where interventions are applied and their effects are only measured post-hoc. In contrast, we introduce a proactive, predictive approach that enables moderators to…

计算机与社会 · 计算机科学 2026-02-09 Benedetta Tessa , Lorenzo Cima , Amaury Trujillo , Marco Avvenuti , Stefano Cresci

As social media has become a predominant mode of communication globally, the rise of abusive content threatens to undermine civil discourse. Recognizing the critical nature of this issue, a significant body of research has been dedicated to…

计算与语言 · 计算机科学 2024-05-21 Xinyu Wang , Sai Koneru , Pranav Narayanan Venkit , Brett Frischmann , Sarah Rajtmajer

The proliferation of harmful content shared online poses a threat to online information integrity and the integrity of discussion across platforms. Despite various moderation interventions adopted by social media platforms, researchers and…

社会与信息网络 · 计算机科学 2023-04-07 Valerio La Gatta , Luca Luceri , Francesco Fabbri , Emilio Ferrara

Generative AI chatbots have proven surprisingly effective at persuading people to change their beliefs and attitudes in lab settings. However, the practical implications of these findings are not yet clear. In this work, we explore the…

人机交互 · 计算机科学 2026-01-29 Jeremy Foote , Deepak Kumar , Bedadyuti Jha , Ryan Funkhouser , Loizos Bitsikokos , Hitesh Goel , Hsuen-Chi Chiu

Social media platforms increasingly employ proactive moderation techniques, such as detecting and curbing toxic and uncivil comments, to prevent the spread of harmful content. Despite these efforts, such approaches are often criticized for…

人机交互 · 计算机科学 2025-07-30 Xiaotian Su , Naim Zierau , Soomin Kim , April Yi Wang , Thiemo Wambsganss

Twitter is one of the most popular online micro-blogging and social networking platforms. This platform allows individuals to freely express opinions and interact with others regardless of geographic barriers. However, with the good that…

社会与信息网络 · 计算机科学 2022-11-09 Nazanin Salehabadi , Anne Groggel , Mohit Singhal , Sayak Saha Roy , Shirin Nilizadeh

The increase in active users on social networking sites (SNSs) has also observed an increase in harmful content on social media sites. Harmful content is described as an inappropriate activity to harm or deceive an individual or a group of…

社会与信息网络 · 计算机科学 2024-03-05 Gautam Kishore Shahi

Online abuse is becoming an increasingly prevalent issue in modern-day society, with 41 percent of Americans having experienced online harassment in some capacity in 2021. People who identify as women, in particular, can be subjected to a…

人机交互 · 计算机科学 2023-01-19 Sarah Barrington

Harmful content detection models tend to have higher false positive rates for content from marginalized groups. In the context of marginal abuse modeling on Twitter, such disproportionate penalization poses the risk of reduced visibility,…

计算与语言 · 计算机科学 2022-10-13 Kyra Yee , Alice Schoenauer Sebag , Olivia Redfield , Emily Sheng , Matthias Eck , Luca Belli

Online social networks like Twitter actively monitor their platform to identify accounts that go against their rules. Twitter enforces account level moderation, i.e. suspension of a Twitter account in severe cases of platform abuse. A point…

社会与信息网络 · 计算机科学 2021-11-25 Arnav Kapoor , Rishi Raj Jain , Avinash Prabhu , Tanvi Karandikar , Ponnurangam Kumaraguru

Online communities have gained considerable importance in recent years due to the increasing number of people connected to the Internet. Moderating user content in online communities is mainly performed manually, and reducing the workload…

信息检索 · 计算机科学 2019-01-16 Etienne Papegnies , Vincent Labatut , Richard Dufour , Georges Linares

Online conversations are often interrupted by trolling, which causes emotional distress and conflict among users. Previous research has focused on moderating harmful content after it has been posted, but ways to manage emotions in real-time…

计算机与社会 · 计算机科学 2025-07-16 Akriti Verma , Shama Islam , Valeh Moghaddam , Adnan Anwar

Social media platforms have become central to modern communication, yet they also harbor offensive content that challenges platform safety and inclusivity. While prior research has primarily focused on textual indicators of offense, the…

计算与语言 · 计算机科学 2025-06-03 Yuhang Zhou , Yimin Xiao , Wei Ai , Ge Gao

Online social media platforms use automated moderation systems to remove or reduce the visibility of rule-breaking content. While previous work has documented the importance of manual content moderation, the effects of automated content…

计算机与社会 · 计算机科学 2023-02-17 Manoel Horta Ribeiro , Justin Cheng , Robert West

In the digital age, hate speech poses a threat to the functioning of social media platforms as spaces for public discourse. Top-down approaches to moderate hate speech encounter difficulties due to conflicts with freedom of expression and…

计算机与社会 · 计算机科学 2025-11-24 Jana Lasser , Alina Herderich , Joshua Garland , Segun Taofeek Aroyehun , David Garcia , Mirta Galesic
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