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Content moderators play a key role in keeping the conversation on social media healthy. While the high volume of content they need to judge represents a bottleneck to the moderation pipeline, no studies have explored how models could…

Computation and Language · Computer Science 2024-06-07 Agostina Calabrese , Leonardo Neves , Neil Shah , Maarten W. Bos , Björn Ross , Mirella Lapata , Francesco Barbieri

Social media algorithms are thought to amplify variation in user beliefs, thus contributing to radicalization. However, quantitative evidence on how algorithms and user preferences jointly shape harmful online engagement is limited. I…

General Economics · Economics 2025-03-11 Aarushi Kalra

We address a challenging problem of identifying main sources of hate speech on Twitter. On one hand, we carefully annotate a large set of tweets for hate speech, and deploy advanced deep learning to produce high quality hate speech…

Social and Information Networks · Computer Science 2022-03-21 Bojan Evkoski , Andraz Pelicon , Igor Mozetic , Nikola Ljubesic , Petra Kralj Novak

When people experience harassment online, from individual threats or invective to coordinated campaigns of harassment, they have the option to report the harassers and content to the platform where the harassment has occurred. Platforms…

Social and Information Networks · Computer Science 2015-05-14 J. Nathan Matias , Amy Johnson , Whitney Erin Boesel , Brian Keegan , Jaclyn Friedman , Charlie DeTar

Since the Internet is flooded with hate, it is one of the main tasks for NLP experts to master automated online content moderation. However, advancements in this field require improved access to publicly available accurate and non-synthetic…

Computation and Language · Computer Science 2024-03-27 Anna Kołos , Inez Okulska , Kinga Głąbińska , Agnieszka Karlińska , Emilia Wiśnios , Paweł Ellerik , Andrzej Prałat

To address the global challenge of online hate speech, prior research has developed detection models to flag such content on social media. However, due to systematic biases in evaluation datasets, the real-world effectiveness of these…

Computation and Language · Computer Science 2025-06-04 Manuel Tonneau , Diyi Liu , Niyati Malhotra , Scott A. Hale , Samuel P. Fraiberger , Victor Orozco-Olvera , Paul Röttger

Recent advancements in AI have accelerated the evolution of versatile robot designs. Chess provides a standardized environment for evaluating the impact of robot behavior on human behavior. This article presents an open-source chess robot…

Robotics · Computer Science 2025-04-07 Renchi Zhang , Joost de Winter , Dimitra Dodou , Harleigh Seyffert , Yke Bauke Eisma

Hateful comments are prevalent on social media platforms. Although tools for automatically detecting, flagging, and blocking such false, offensive, and harmful content online have lately matured, such reactive and brute force methods alone…

Computation and Language · Computer Science 2024-01-17 Sougata Saha , Rohini Srihari

Offensive speech detection is a key component of content moderation. However, what is offensive can be highly subjective. This paper investigates how machine and human moderators disagree on what is offensive when it comes to real-world…

Hate speech represents a pervasive and detrimental form of online discourse, often manifested through an array of slurs, from hateful tweets to defamatory posts. As such speech proliferates, it connects people globally and poses significant…

Computation and Language · Computer Science 2025-05-06 Paloma Piot , Patricia Martín-Rodilla , Javier Parapar

In this paper, we characterize the content and discourse on BitChute, a social video-hosting platform. Launched in 2017 as an alternative to YouTube, BitChute joins an ecosystem of alternative, low content moderation platforms, including…

Computers and Society · Computer Science 2025-11-14 Milo Trujillo , Maurício Gruppi , Cody Buntain , Benjamin D. Horne

We introduce a novel multi-labeled scheme for joint annotation of hate and counter-hate speech in social media conversations, categorizing hate and counter-hate messages into thematic and rhetorical dimensions. The thematic categories…

Computation and Language · Computer Science 2025-07-29 Effi Levi , Gal Ron , Odelia Oshri , Shaul R. Shenhav

With the rise of voice chat rooms, a gigantic resource of data can be exposed to the research community for natural language processing tasks. Moderators in voice chat rooms actively monitor the discussions and remove the participants with…

Machine Learning · Computer Science 2021-07-13 Hadi Mansourifar , Dana Alsagheer , Reza Fathi , Weidong Shi , Lan Ni , Yan Huang

As more people flock to social media to connect with others and form virtual communities, it is important to research how members of these groups interact to understand human behavior on the Web. In response to an increase in hate speech,…

Social and Information Networks · Computer Science 2021-01-07 Pamela Bilo Thomas , Daniel Riehm , Maria Glenski , Tim Weninger

Motivated by the controversy in the chess community, where Hikaru Nakamura, a renowned grandmaster, has posted multiple impressive winning streaks over the years on the online platform chess.com, we derive the probabilities of various types…

History and Overview · Mathematics 2025-03-18 Guoqing Diao

The Web contains several social media platforms for discussion, exchange of ideas, and content publishing. These platforms are used by people, but also by distributed agents known as bots. Although bots have existed for decades, with many…

Social and Information Networks · Computer Science 2022-03-09 Eduardo Graells-Garrido , Ricardo Baeza-Yates

This report provides an engagement analysis of counternarratives against online toxicity. Between February 2020 and July 2021, we observed over 15 million toxic messages on social media identified by our fine-grained, multilingual detection…

Computation and Language · Computer Science 2021-11-16 Tom De Smedt , Pierre Voué , Sylvia Jaki , Emily Duffy , Lydia El-Khouri

Hate Speech has become a major content moderation issue for online social media platforms. Given the volume and velocity of online content production, it is impossible to manually moderate hate speech related content on any platform. In…

Computation and Language · Computer Science 2021-01-28 Sudhanshu Mishra , Shivangi Prasad , Shubhanshu Mishra

The subreddit r/The_Donald was repeatedly denounced as a toxic and misbehaving online community, reasons for which it faced a sequence of increasingly constraining moderation interventions by Reddit administrators. It was quarantined in…

Social and Information Networks · Computer Science 2022-08-23 Amaury Trujillo , Stefano Cresci

Hate speech (HS) is a critical issue in online discourse, and one promising strategy to counter it is through the use of counter-narratives (CNs). Datasets linking HS with CNs are essential for advancing counterspeech research. However,…

Computation and Language · Computer Science 2026-01-06 Juan Junqueras , Florian Boudin , May-Myo Zin , Ha-Thanh Nguyen , Wachara Fungwacharakorn , Damián Ariel Furman , Akiko Aizawa , Ken Satoh
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