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Social media platforms moderate content for each user by incorporating the outputs of both platform-wide content moderation systems and, in some cases, user-configured personal moderation preferences. However, it is unclear (1) how end…

人机交互 · 计算机科学 2025-06-13 Shagun Jhaver , Alice Qian Zhang , Quanze Chen , Nikhila Natarajan , Ruotong Wang , Amy Zhang

Personalized recommendation systems often drive users towards more extreme content, exacerbating opinion polarization. While (content-aware) moderation has been proposed to mitigate these effects, such approaches risk curtailing the freedom…

信息检索 · 计算机科学 2024-05-30 Nan Li , Bo Kang , Tijl De Bie

Research on children's online experience and computer interaction often overlooks the relationship children have with hidden algorithms that control the content they encounter. Furthermore, it is not only about how children interact with…

人机交互 · 计算机科学 2024-06-13 Belén Saldías

We study the impact of content moderation policies in online communities. In our theoretical model, a platform chooses a content moderation policy and individuals choose whether or not to participate in the community according to the…

数据结构与算法 · 计算机科学 2023-10-17 Cynthia Dwork , Chris Hays , Jon Kleinberg , Manish Raghavan

The increasing scale and complexity of online platforms raises critical policy questions around harmful content, digital well-being, and user autonomy. Traditional content moderation systems rely on centralised, top-down rules, often…

计算机与社会 · 计算机科学 2026-05-05 Ewelina Gajewska , Michal Wawer , Katarzyna Budzynska , Jaroslaw A. Chudziak

Current online moderation follows a one-size-fits-all approach, where each intervention is applied in the same way to all users. This naive approach is challenged by established socio-behavioral theories and by recent empirical results that…

社会与信息网络 · 计算机科学 2022-05-20 Stefano Cresci , Amaury Trujillo , Tiziano Fagni

Although there have been automated approaches and tools supporting toxicity censorship for social posts, most of them focus on detection. Toxicity censorship is a complex process, wherein detection is just an initial task and a user can…

人机交互 · 计算机科学 2025-05-23 Yaqiong Li , Peng Zhang , Hansu Gu , Tun Lu , Siyuan Qiao , Yubo Shu , Yiyang Shao , Ning Gu

This study examines social media users' preferences for the use of platform-wide moderation in comparison to user-controlled, personalized moderation tools to regulate three categories of norm-violating content - hate speech, sexually…

人机交互 · 计算机科学 2023-02-08 Shagun Jhaver , Amy Zhang

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

While recent research has focused on developing safeguards for generative AI (GAI) model-level content safety, little is known about how content moderation to prevent malicious content performs for end-users in real-world GAI products. To…

人机交互 · 计算机科学 2025-06-18 Lan Gao , Oscar Chen , Rachel Lee , Nick Feamster , Chenhao Tan , Marshini Chetty

Decentralising the Web is a desirable but challenging goal. One particular challenge is achieving decentralised content moderation in the face of various adversaries (e.g. trolls). To overcome this challenge, many Decentralised Web (DW)…

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

This paper investigates how content moderation affects content creation in an ideologically diverse online environments. We develop a model in which users act as both creators and consumers, differing in their ideological affiliation and…

综合经济学 · 经济学 2025-11-26 Ying Bao , Jessie Liu

Social media platforms struggle to protect users from harmful content through content moderation. These platforms have recently leveraged machine learning models to cope with the vast amount of user-generated content daily. Since moderation…

机器学习 · 计算机科学 2023-01-27 Donghyun Son , Byounggyu Lew , Kwanghee Choi , Yongsu Baek , Seungwoo Choi , Beomjun Shin , Sungjoo Ha , Buru Chang

We present a holistic approach to building a robust and useful natural language classification system for real-world content moderation. The success of such a system relies on a chain of carefully designed and executed steps, including the…

计算与语言 · 计算机科学 2023-02-16 Todor Markov , Chong Zhang , Sandhini Agarwal , Tyna Eloundou , Teddy Lee , Steven Adler , Angela Jiang , Lilian Weng

Social media platforms have implemented automated content moderation tools to preserve community norms and mitigate online hate and harassment. Recently, these platforms have started to offer Personalized Content Moderation (PCM), granting…

社会与信息网络 · 计算机科学 2024-05-17 Necdet Gurkan , Mohammed Almarzouq , Pon Rahul Murugaraj

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…

Disabled people on social media often experience ableist hate and microaggressions. Prior work has shown that platform moderation often fails to remove ableist hate leaving disabled users exposed to harmful content. This paper examines how…

人机交互 · 计算机科学 2025-03-31 Sharon Heung , Lucy Jiang , Shiri Azenkot , Aditya Vashistha

Content moderation is a central mechanism through which platforms attempt to balance user engagement with community governance. Yet existing research has largely treated moderation as a uniform intervention, overlooking how moderator…

计算机与社会 · 计算机科学 2026-05-18 Siyi Zhou , Lindsay Young , Marlon Twyman , Emilio Ferrara

The rapid proliferation of harmful and emotionally damaging content on social media platforms has intensified concerns regarding societal harm. While content moderation efforts primarily focus on detecting and removing harmful posts, less…

社会与信息网络 · 计算机科学 2026-05-01 Syed Mhamudul Hasan , Mohd. Farhan Israk Soumik , Abdur R. Shahid
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