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Online hate speech is associated with substantial social harms, yet it remains unclear how consistently platforms enforce hate speech policies or whether enforcement is feasible at scale. We address these questions through a global audit of…

The Digital Services Act (DSA) requires large social media platforms in the EU to provide clear and specific information whenever they remove or restrict access to certain content. These "Statements of Reasons" (SoRs) are collected in the…

社会与信息网络 · 计算机科学 2023-12-08 Chiara Drolsbach , Nicolas Pröllochs

Adolescents spend an increasing amount of their time in digital environments where their still-developing cognitive capacities leave them unable to recognize or resist commercial persuasion. Article 28(2) of the DSA responds to this…

Online political advertising has grown significantly over the last few years. To monitor online sponsored political discourse, companies such as Facebook, Google, and Twitter have created public Ad Libraries collecting the political ads…

计算机与社会 · 计算机科学 2021-04-13 Vera Sosnovik , Oana Goga

Since September 2023, the Digital Services Act (DSA) obliges large online platforms to submit detailed data on each moderation action they take within the European Union (EU) to the DSA Transparency Database. From its inception, this…

社会与信息网络 · 计算机科学 2025-02-10 Amaury Trujillo , Tiziano Fagni , Stefano Cresci

Moderating user-generated content on online platforms is crucial for balancing user safety and freedom of speech. Particularly in the United States, platforms are not subject to legal constraints prescribing permissible content. Each…

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

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

Recent application programming interface (API) restrictions on major social media platforms challenge compliance with the EU Digital Services Act [20], which mandates data access for algorithmic transparency. We develop a structured audit…

计算机与社会 · 计算机科学 2026-05-12 Florian A. D. Burnat , Brittany I. Davidson

Social media platforms curate access to information and opportunities, and so play a critical role in shaping public discourse today. The opaque nature of the algorithms these platforms use to curate content raises societal questions. Prior…

计算机与社会 · 计算机科学 2023-03-08 Basileal Imana , Aleksandra Korolova , John Heidemann

Detection of offensive language in social media is one of the key challenges for social media. Researchers have proposed many advanced methods to accomplish this task. In this report, we try to use the learnings from their approach and…

计算与语言 · 计算机科学 2022-09-29 Nikhil Chilwant , Syed Taqi Abbas Rizvi , Hassan Soliman

Online social media enables mass-level, transparent, and democratized discussion on numerous socio-political issues. Due to such openness, these platforms often endure manipulation and misinformation - leading to negative impacts. To…

社会与信息网络 · 计算机科学 2021-01-26 Farhan Asif Chowdhury , Dheeman Saha , Md Rashidul Hasan , Koustuv Saha , Abdullah Mueen

In recent years, the opaque design and the limited public understanding of social networks' recommendation algorithms have raised concerns about potential manipulation of information exposure. Reducing content visibility, aka shadow…

社会与信息网络 · 计算机科学 2025-09-10 Alessandro Galeazzi , Pujan Paudel , Mauro Conti , Emiliano De Cristofaro , Gianluca Stringhini

Content moderation is the process of flagging content based on pre-defined platform rules. There has been a growing need for AI moderators to safeguard users as well as protect the mental health of human moderators from traumatic content.…

计算与语言 · 计算机科学 2023-02-21 Meng Ye , Karan Sikka , Katherine Atwell , Sabit Hassan , Ajay Divakaran , Malihe Alikhani

To meet the demands of content moderation, online platforms have resorted to automated systems. Newer forms of real-time engagement($\textit{e.g.}$, users commenting on live streams) on platforms like Twitch exert additional pressures on…

计算与语言 · 计算机科学 2025-06-11 Prarabdh Shukla , Wei Yin Chong , Yash Patel , Brennan Schaffner , Danish Pruthi , Arjun Bhagoji

Ads Content Safety at Google requires classifying billions of ads for Google Ads content policies. Consistent and accurate policy enforcement is important for advertiser experience and user safety and it is a challenging problem, so there…

信息检索 · 计算机科学 2024-09-25 Joseph Wallace , Tushar Dogra , Wei Qiao , Yuan Wang

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

YouTube is a popular video platform for sharing creative content and ideas, targeting different demographics. Adults, older children, and young children are all avid viewers of YouTube videos. Meanwhile, countless young-kid-oriented…

Inappropriate and profane content on social media is exponentially increasing and big corporations are becoming more aware of the type of content on which they are advertising and how it may affect their brand reputation. But with a huge…

机器学习 · 计算机科学 2019-11-20 Vishal Anand , Ravi Shukla , Ashwani Gupta , Abhishek Kumar

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
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