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Content moderation is a widely used strategy to prevent the dissemination of irregular information on social media platforms. Despite extensive research on developing automated models to support decision-making in content moderation, there…

社会与信息网络 · 计算机科学 2024-08-23 Wangjiaxuan Xin , Kanlun Wang , Zhe Fu , Lina Zhou

Growing amount of comments make online discussions difficult to moderate by human moderators only. Antisocial behavior is a common occurrence that often discourages other users from participating in discussion. We propose a neural network…

计算与语言 · 计算机科学 2018-09-20 Andrej Švec , Matúš Pikuliak , Marián Šimko , Mária Bieliková

The internet has become a central medium through which `networked publics' express their opinions and engage in debate. Offensive comments and personal attacks can inhibit participation in these spaces. Automated content moderation aims to…

计算机与社会 · 计算机科学 2017-09-06 Reuben Binns , Michael Veale , Max Van Kleek , Nigel Shadbolt

Online social media platforms use automated moderation systems to remove or reduce the visibility of rule-breaking content. While previous work has documented the importance of manual content moderation, the effects of automated content…

计算机与社会 · 计算机科学 2023-02-17 Manoel Horta Ribeiro , Justin Cheng , Robert West

Article comments can provide supplementary opinions and facts for readers, thereby increase the attraction and engagement of articles. Therefore, automatically commenting is helpful in improving the activeness of the community, such as…

计算与语言 · 计算机科学 2018-09-14 Shuming Ma , Lei Cui , Furu Wei , Xu Sun

A widespread moderation strategy by online news platforms is to feature what the platform deems high quality comments, usually called editor picks or featured comments. In this paper, we compare online discussions of news articles in which…

计算与语言 · 计算机科学 2024-12-04 Cedric Waterschoot , Ernst van den Hemel , Antal van den Bosch

Automatic content moderation is crucial to ensuring safety in social media. Language Model-based classifiers are being increasingly adopted for this task, but it has been shown that they perpetuate racial and social biases. Even if several…

计算与语言 · 计算机科学 2026-03-12 Alessandra Urbinati , Mirko Lai , Simona Frenda , Marco Antonio Stranisci

In light of unprecedented increases in the popularity of the internet and social media, comment moderation has never been a more relevant task. Semi-automated comment moderation systems greatly aid human moderators by either automatically…

计算与语言 · 计算机科学 2022-11-14 Ravi Shekhar , Mladen Karan , Matthew Purver

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

Automatic comment generation is a special and challenging task to verify the model ability on news content comprehension and language generation. Comments not only convey salient and interesting information in news articles, but also imply…

计算与语言 · 计算机科学 2021-02-16 Wei Wang , Piji Li , Hai-Tao Zheng

Online communities rely on a mix of platform policies and community-authored rules to define acceptable behavior and maintain order. However, these rules vary widely across communities, evolve over time, and are enforced inconsistently,…

计算机与社会 · 计算机科学 2025-10-09 Mattia Samory , Diana Pamfile , Andrew To , Shruti Phadke

When reading news articles on social networking services and news sites, readers can view comments marked by other people on these articles. By reading these comments, a reader can understand the public opinion about the news, and it is…

计算与语言 · 计算机科学 2022-12-27 Teruki Nakahara , Taketoshi Ushiama

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

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 moderation of content on online platforms is usually non-transparent. On Wikipedia, however, this discussion is carried out publicly and the editors are encouraged to use the content moderation policies as explanations for making…

机器学习 · 计算机科学 2024-11-01 Lucie-Aimée Kaffee , Arnav Arora , Isabelle Augenstein

The amount of text generated daily on social media is gigantic and analyzing this text is useful for many purposes. To understand what lies beneath a huge amount of text, we need dependable and effective computing techniques from…

信息检索 · 计算机科学 2025-08-04 Ngozichukwuka Onah , Nadine Steinmetz , Hani Al-Sayeh , Kai-Uwe Sattler

User comments have become an essential part of online journalism. However, newsrooms are often overwhelmed by the vast number of diverse comments, for which a manual analysis is barely feasible. Identifying meta-comments that address or…

计算机与社会 · 计算机科学 2018-10-03 Marlo Häring , Wiebke Loosen , Walid Maalej

Online news outlets are grappling with the moderation of user-generated content within their comment section. We present a recommender system based on ranking class probabilities to support and empower the moderator in choosing featured…

信息检索 · 计算机科学 2023-07-17 Cedric Waterschoot , Antal van den Bosch

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

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
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