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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

To address the widespread problem of uncivil behavior, many online discussion platforms employ human moderators to take action against objectionable content, such as removing it or placing sanctions on its authors. This reactive paradigm of…

计算机与社会 · 计算机科学 2022-12-01 Charlotte Schluger , Jonathan P. Chang , Cristian Danescu-Niculescu-Mizil , Karen Levy

Online spaces involve diverse communities engaging in various forms of collaboration, which naturally give rise to discussions, some of which inevitably escalate into conflict or disputes. To address such situations, AI has primarily been…

人机交互 · 计算机科学 2025-09-16 Soobin Cho , Mark Zachry , David W. McDonald

Content moderation typically combines the efforts of human moderators and machine learning models. However, these systems often rely on data where significant disagreement occurs during moderation, reflecting the subjective nature of…

计算与语言 · 计算机科学 2025-09-01 Guillermo Villate-Castillo , Javier Del Ser , Borja Sanz

Human computer conversation is regarded as one of the most difficult problems in artificial intelligence. In this paper, we address one of its key sub-problems, referred to as short text conversation, in which given a message from human,…

信息检索 · 计算机科学 2014-09-01 Zongcheng Ji , Zhengdong Lu , Hang Li

Large technology firms face the problem of moderating content on their online platforms for compliance with laws and policies. To accomplish this at the scale of billions of pieces of content per day, a combination of human and machine…

应用统计 · 统计学 2023-06-14 Xuan Yang , Andrew J Smart , Daniel Theron

Internet users highly rely on and trust web search engines, such as Google, to find relevant information online. However, scholars have documented numerous biases and inaccuracies in search outputs. To improve the quality of search results,…

计算机与社会 · 计算机科学 2023-10-06 Aleksandra Urman , Aniko Hannak , Mykola Makhortykh

Moderation of user-generated content in an online community is a challenge that has great socio-economical ramifications. However, the costs incurred by delegating this work to human agents are high. For this reason, an automatic system…

信息检索 · 计算机科学 2019-02-01 Etienne Papegnies , Vincent Labatut , Richard Dufour , Georges Linares

Content moderation practices and technologies need to change over time as requirements and community expectations shift. However, attempts to restructure existing moderation practices can be difficult, especially for platforms that rely on…

人机交互 · 计算机科学 2026-03-10 Chau Tran , Kejsi Take , Kaylea Champion , Benjamin Mako Hill , Rachel Greenstadt

This paper develops a theoretical model to study the economic incentives for a social media platform to moderate user-generated content. We show that a self-interested platform can use content moderation as an effective marketing tool to…

综合经济学 · 经济学 2023-04-20 Yi Liu , Pinar Yildirim , Z. John Zhang

Though detection systems have been developed to identify obscene content such as pornography and violence, artificial intelligence is simply not good enough to fully automate this task yet. Due to the need for manual verification, social…

人机交互 · 计算机科学 2020-01-07 Brandon Dang , Martin J. Riedl , Matthew Lease

Content moderation research typically prioritizes representing and addressing challenges for one group of stakeholders or communities in one type of context. While taking a focused approach is reasonable or even favorable for empirical case…

人机交互 · 计算机科学 2022-06-08 Jialun Aaron Jiang , Peipei Nie , Jed R. Brubaker , Casey Fiesler

Content moderation plays a critical role in shaping safe and inclusive online environments, balancing platform standards, user expectations, and regulatory frameworks. Traditionally, this process involves operationalising policies into…

Ensuring that online discussions are civil and productive is a major challenge for social media platforms. Such platforms usually rely both on users and on automated detection tools to flag inappropriate arguments of other users, which…

计算与语言 · 计算机科学 2024-06-06 Timon Ziegenbein , Gabriella Skitalinskaya , Alireza Bayat Makou , Henning Wachsmuth

Social media has shaken the foundations of our society, unlikely as it may seem. Many of the popular tools used to moderate harmful digital content, however, have received widespread criticism from both the academic community and the public…

社会与信息网络 · 计算机科学 2020-10-21 Jiachen Jiang , Soroush Vosoughi

Social media platforms utilize Machine Learning (ML) and Artificial Intelligence (AI) powered recommendation algorithms to maximize user engagement, which can result in inadvertent exposure to harmful content. Current moderation efforts,…

计算与语言 · 计算机科学 2025-05-30 Rajvardhan Oak , Muhammad Haroon , Claire Jo , Magdalena Wojcieszak , Anshuman Chhabra

The proliferation of harmful and offensive content is a problem that many online platforms face today. One of the most common approaches for moderating offensive content online is via the identification and removal after it has been posted,…

社会与信息网络 · 计算机科学 2021-12-03 Matthew Katsaros , Kathy Yang , Lauren Fratamico

The prevalence of harmful content on social media platforms poses significant risks to users and society, necessitating more effective and scalable content moderation strategies. Current approaches rely on human moderators, supervised…

计算与语言 · 计算机科学 2025-01-27 Akash Bonagiri , Lucen Li , Rajvardhan Oak , Zeerak Babar , Magdalena Wojcieszak , Anshuman Chhabra

The widespread dissemination of hate speech, harassment, harmful and sexual content, and violence across websites and media platforms presents substantial challenges and provokes widespread concern among different sectors of society.…

计算机视觉与模式识别 · 计算机科学 2024-11-27 Nouar AlDahoul , Myles Joshua Toledo Tan , Harishwar Reddy Kasireddy , Yasir Zaki

Online harms are a growing problem in digital spaces, putting user safety at risk and reducing trust in social media platforms. One of the most persistent forms of harm is hate speech. To address this, we need tools that combine the speed…

计算与语言 · 计算机科学 2025-09-03 Paloma Piot , Diego Sánchez , Javier Parapar