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Reddit relies on volunteer moderators to enforce community rules, configure tools, and review flagged content. This labor is substantial, worth millions in unpaid effort, and increasingly hard to sustain as communities grow. While recent…

人机交互 · 计算机科学 2025-10-07 Tanvi Bajpai , Eshwar Chandrasekharan

Community-based question answering platforms can be rich sources of information on a variety of specialized topics, from finance to cooking. The usefulness of such platforms depends heavily on user contributions (questions and answers), but…

社会与信息网络 · 计算机科学 2015-07-19 Imrul Kayes , Nicolas Kourtellis , Daniele Quercia , Adriana Iamnitchi , Francesco Bonchi

In community question-answering platforms, tags play essential roles in effective information organization and retrieval, better question routing, faster response to questions, and assessment of topic popularity. Hence, automatic assistance…

计算与语言 · 计算机科学 2023-07-06 Kuntal Kumar Pal , Michael Gamon , Nirupama Chandrasekaran , Silviu Cucerzan

Shortcomings of current models of moderation have driven policy makers, scholars, and technologists to speculate about alternative models of content moderation. While alternative models provide hope for the future of online spaces, they can…

计算机与社会 · 计算机科学 2023-05-22 Sarah A. Gilbert

Growing evidence shows that proactive content moderation supported by AI can help improve online discourse. However, we know little about designing these systems, how design impacts efficacy and user experience, and how people perceive…

人机交互 · 计算机科学 2024-01-22 Mark Warner , Angelika Strohmayer , Matthew Higgs , Husnain Rafiq , Liying Yang , Lynne Coventry

Flagging mechanisms on social media platforms allow users to report inappropriate posts/accounts for review by content moderators. These reports are pivotal to platforms' efforts toward regulating norm violations. This paper examines how…

人机交互 · 计算机科学 2024-12-20 Yunhee Shim , Shagun Jhaver

One trending application of LLM (large language model) is to use it for content moderation in online platforms. Most current studies on this application have focused on the metric of accuracy -- the extent to which LLMs make correct…

计算机与社会 · 计算机科学 2025-06-03 Tao Huang

Controversial contents largely inundate the Internet, infringing various cultural norms and child protection standards. Traditional Image Content Moderation (ICM) models fall short in producing precise moderation decisions for diverse…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Mengyang Wu , Yuzhi Zhao , Jialun Cao , Mingjie Xu , Zhongming Jiang , Xuehui Wang , Qinbin Li , Guangneng Hu , Shengchao Qin , Chi-Wing Fu

Research into community content moderation often assumes that moderation teams govern with a single, unified voice. However, recent work has found that moderators disagree with one another at modest, but concerning rates. The problem is not…

Facebook and Twitter recently announced community-based review platforms to address misinformation. We provide an overview of the potential affordances of such community-based approaches to content moderation based on past research and…

社会与信息网络 · 计算机科学 2023-01-05 Taha Yasseri , Filippo Menczer

Social media platforms have diverse content moderation policies, with many prominent actors hesitant to impose strict regulations. A key reason for this reluctance could be the competitive advantage that comes with lax regulation. A popular…

计算机科学与博弈论 · 计算机科学 2024-02-17 So Sasaki , Cédric Langbort

Online social platforms increasingly rely on crowd-sourced systems to label misleading content at scale, but these systems must both aggregate users' evaluations and decide whose evaluations to trust. To address the latter, many platforms…

社会与信息网络 · 计算机科学 2026-05-19 Yeganeh Alimohammadi , Karissa Huang , Christian Borgs , Jennifer Chayes

The task of cultivating healthy communication in online communities becomes increasingly urgent, as gaming and social media experiences become progressively more immersive and life-like. We approach the challenge of moderating online…

计算机与社会 · 计算机科学 2023-06-09 Henrik Axelsen , Johannes Rude Jensen , Sebastian Axelsen , Valdemar Licht , Omri Ross

Social media platforms have traditionally relied on internal moderation teams and partnerships with independent fact-checking organizations to identify and flag misleading content. Recently, however, platforms including X (formerly Twitter)…

Content moderation is often performed by a collaboration between humans and machine learning models. However, it is not well understood how to design the collaborative process so as to maximize the combined moderator-model system…

机器学习 · 计算机科学 2021-07-12 Ian D. Kivlichan , Zi Lin , Jeremiah Liu , Lucy Vasserman

Today, social media platforms are significant sources of news and political communication, but their role in spreading misinformation has raised significant concerns. In response, these platforms have implemented various content moderation…

计算机与社会 · 计算机科学 2026-04-21 Saeedeh Mohammadi , Taha Yasseri

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

When toxic online communities on mainstream platforms face moderation measures, such as bans, they may migrate to other platforms with laxer policies or set up their own dedicated websites. Previous work suggests that within mainstream…

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

With increasing attention to online anti-social behaviors such as personal attacks and bigotry, it is critical to have an accurate accounting of how widespread anti-social behaviors are. In this paper, we empirically measure the prevalence…

人机交互 · 计算机科学 2022-08-30 Joon Sung Park , Joseph Seering , Michael S. Bernstein