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Platforms are increasingly adopting industrial models of moderation that prioritize scalability and consistency, frequently at the expense of context-sensitive and user-centered values. Building on the multi-level governance framework that…

人机交互 · 计算机科学 2025-09-09 Juhoon Lee , Bich Ngoc Doan , Jonghyun Jee , Joseph Seering

Effective content moderation systems require explicit classification criteria, yet online communities like subreddits often operate with diverse, implicit standards. This work introduces a novel approach to identify and extract these…

计算与语言 · 计算机科学 2025-09-04 Youngwoo Kim , Himanshu Beniwal , Steven L. Johnson , Thomas Hartvigsen

Online harassment, incitement to violence, racist behavior, and other harmful content on social media can damage social harmony and even break the law. Traditional blocklisting technologies can block malicious users, but this comes at the…

密码学与安全 · 计算机科学 2025-12-23 Haotian Deng , Mengxuan Liu , Chuan Zhang , Wei Huang , Licheng Wang , Liehuang Zhu

Personal moderation tools on social media platforms let users control their news feeds by configuring acceptable toxicity thresholds for their feed content or muting inappropriate accounts. This research examines how four critical…

人机交互 · 计算机科学 2024-03-05 Shagun Jhaver

As an alternative to Twitter and other centralized social networks, the Fediverse is growing in popularity. The recent, and polemical, takeover of Twitter by Elon Musk has exacerbated this trend. The Fediverse includes a growing number of…

社会与信息网络 · 计算机科学 2023-02-14 Ishaku Hassan Anaobi , Aravindh Raman , Ignacio Castro , Haris Bin Zia , Dami Ibosiola , Gareth Tyson

Social media platforms have been establishing content moderation guidelines and employing various moderation policies to counter hate speech and misinformation. The goal of this paper is to study these community guidelines and moderation…

计算机与社会 · 计算机科学 2023-08-10 Mohit Singhal , Chen Ling , Pujan Paudel , Poojitha Thota , Nihal Kumarswamy , Gianluca Stringhini , Shirin Nilizadeh

Middleware, third-party software intermediaries between users and platforms, has been broached as a means to decentralize the power of social media platforms and enhance user agency. Middleware may enable a more user-centric and democratic…

Stochastic blockmodels and variants thereof are among the most widely used approaches to community detection for social networks and relational data. A stochastic blockmodel partitions the nodes of a network into disjoint sets, called…

统计方法学 · 统计学 2015-09-16 Diego Franco Saldana , Yi Yu , Yang Feng

One of the most expensive parts of maintaining a modern information-sharing platform (e.g., web search, social network) is the task of content-moderation-at-scale. Content moderation is the binary task of determining whether or not a given…

信息检索 · 计算机科学 2020-10-22 Gregory Coppola

The recent development of decentralised and interoperable social networks (such as the "fediverse") creates new challenges for content moderators. This is because millions of posts generated on one server can easily "spread" to another,…

计算机与社会 · 计算机科学 2024-04-18 Vibhor Agarwal , Aravindh Raman , Nishanth Sastry , Ahmed M. Abdelmoniem , Gareth Tyson , Ignacio Castro

Online communities often overlap and coexist, despite incongruent norms and approaches to content moderation. When communities diverge, decentralized and federated communities may pursue group-level sanctions, including defederation…

社会与信息网络 · 计算机科学 2024-04-03 Carl Colglazier , Nathan TeBlunthuis , Aaron Shaw

Online platforms like Reddit, Wikipedia, and Facebook are integral to modern life, enabling content creation and sharing through posts, comments, and discussions. Despite their virtual and often anonymous nature, these platforms need rules…

物理与社会 · 物理学 2024-07-18 Shambhobi Bhattacharya , Jisung Yoon , Hyejin Youn

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)…

Social media are shifting towards pluralism -- community-governed platforms where groups define their own norms. What violates rules in one community may be perfectly acceptable in another. Can AI models help moderate such pluralistic…

计算与语言 · 计算机科学 2026-05-19 Zoher Kachwala , Bao Tran Truong , Rasika Muralidharan , Haewoon Kwak , Jisun An , Filippo Menczer

Much of the data being created on the web contains interactions between users and items. Stochastic blockmodels, and other methods for community detection and clustering of bipartite graphs, can infer latent user communities and latent item…

机器学习 · 统计学 2015-05-26 J. Massey Cashore , Xiaoting Zhao , Alexander A. Alemi , Yujia Liu , Peter I. Frazier

A network is a composition of many communities, i.e., sets of nodes and edges with stronger relationships, with distinct and overlapping properties. Community detection is crucial for various reasons, such as serving as a functional unit of…

机器学习 · 计算机科学 2021-01-19 Isa Inuwa-Dutse , Mark Liptrott , Yannis Korkontzelos

The Decentralised Web (DW) has recently seen a renewed momentum, with a number of DW platforms like Mastodon, Peer-Tube, and Hubzilla gaining increasing traction. These offer alternatives to traditional social networks like Twitter,…

网络与互联网体系结构 · 计算机科学 2019-09-13 Aravindh Raman , Sagar Joglekar , Emiliano De Cristofaro , Nishanth Sastry , Gareth Tyson

The Fediverse, a group of interconnected servers providing a variety of interoperable services (e.g. micro-blogging in Mastodon) has gained rapid popularity. This sudden growth, partly driven by Elon Musk's acquisition of Twitter, has…

社会与信息网络 · 计算机科学 2025-01-13 Haris Bin Zia , Aravindh Raman , Ignacio Castro , Gareth Tyson

Online community moderators are on the front lines of combating problems like hate speech and harassment, but new modes of interaction can introduce unexpected challenges. In this paper, we consider moderation practices and challenges in…

人机交互 · 计算机科学 2021-01-14 Jialun Aaron Jiang , Charles Kiene , Skyler Middler , Jed R. Brubaker , Casey Fiesler

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…