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Conversational moderation of online communities is crucial to maintaining civility for a constructive environment, but it is challenging to scale and harmful to moderators. The inclusion of sophisticated natural language generation modules…

Computation and Language · Computer Science 2024-05-07 Hyundong Cho , Shuai Liu , Taiwei Shi , Darpan Jain , Basem Rizk , Yuyang Huang , Zixun Lu , Nuan Wen , Jonathan Gratch , Emilio Ferrara , Jonathan May

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…

Data Structures and Algorithms · Computer Science 2023-10-17 Cynthia Dwork , Chris Hays , Jon Kleinberg , Manish Raghavan

Online mental health support communities have grown in recent years for providing accessible mental and emotional health support through volunteer counselors. Despite millions of people participating in chat support on these platforms, the…

Human-Computer Interaction · Computer Science 2023-12-19 Anna Fang , Wenjie Yang , Raj Sanjay Shah , Yash Mathur , Diyi Yang , Haiyi Zhu , Robert Kraut

Social media platforms increasingly employ proactive moderation techniques, such as detecting and curbing toxic and uncivil comments, to prevent the spread of harmful content. Despite these efforts, such approaches are often criticized for…

Human-Computer Interaction · Computer Science 2025-07-30 Xiaotian Su , Naim Zierau , Soomin Kim , April Yi Wang , Thiemo Wambsganss

Social media platforms have become critical spaces for discussing mental health concerns, including eating disorders. While these platforms can provide valuable support networks, they may also amplify harmful content that glorifies…

Social and Information Networks · Computer Science 2024-12-23 Kristina Lerman , Minh Duc Chu , Charles Bickham , Luca Luceri , Emilio Ferrara

English as a Second Language (ESL) speakers often struggle to engage in group discussions due to language barriers. While moderators can facilitate participation, few studies assess conversational engagement and evaluate moderation…

Computation and Language · Computer Science 2025-02-26 Rena Gao , Ming-Bin Chen , Lea Frermann , Jey Han Lau

Online community moderators are on the front lines of combating problems like hate speech and harassment, but new modes of interaction can introduce unexpected challenges. In this paper, we consider moderation practices and challenges in…

Human-Computer Interaction · Computer Science 2021-01-14 Jialun Aaron Jiang , Charles Kiene , Skyler Middler , Jed R. Brubaker , Casey Fiesler

In recent years, Online Social Networks have become an important medium for people who suffer from mental disorders to share moments of hardship, and receive emotional and informational support. In this work, we analyze how discussions in…

Machine Learning · Computer Science 2021-07-28 Bárbara Silveira , Henrique S. Silva , Fabricio Murai , Ana Paula Couto da Silva

Previous researches on dialogue system assessment usually focus on the quality evaluation (e.g. fluency, relevance, etc) of responses generated by the chatbots, which are local and technical metrics. For a chatbot which responds to millions…

Computation and Language · Computer Science 2022-01-17 Yong Shan , Jinchao Zhang , Zekang Li , Yang Feng , Jie Zhou

In the digital age, hate speech poses a threat to the functioning of social media platforms as spaces for public discourse. Top-down approaches to moderate hate speech encounter difficulties due to conflicts with freedom of expression and…

Computers and Society · Computer Science 2025-11-24 Jana Lasser , Alina Herderich , Joshua Garland , Segun Taofeek Aroyehun , David Garcia , Mirta Galesic

Online conversations can go in many directions: some turn out poorly due to antisocial behavior, while others turn out positively to the benefit of all. Research on improving online spaces has focused primarily on detecting and reducing…

Computers and Society · Computer Science 2021-02-17 Jiajun Bao , Junjie Wu , Yiming Zhang , Eshwar Chandrasekharan , David Jurgens

Mental health forums are online communities where people express their issues and seek help from moderators and other users. In such forums, there are often posts with severe content indicating that the user is in acute distress and there…

Computation and Language · Computer Science 2017-02-23 Arman Cohan , Sydney Young , Andrew Yates , Nazli Goharian

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…

Human-Computer Interaction · Computer Science 2024-01-22 Mark Warner , Angelika Strohmayer , Matthew Higgs , Husnain Rafiq , Liying Yang , Lynne Coventry

AI conversational agents have demonstrated efficacy in social contact interventions for stigma reduction at a low cost. However, the underlying mechanisms of how interaction designs contribute to these effects remain unclear. This study…

Human-Computer Interaction · Computer Science 2025-01-03 Tianqi Song , Jack Jamieson , Tianwen Zhu , Naomi Yamashita , Yi-Chieh Lee

Online deliberation offers a way for citizens to collectively discuss an issue and provide input for policy makers. The overall experience of online deliberation can be affected by multiple factors. We decided to investigate the effects of…

Human-Computer Interaction · Computer Science 2019-01-31 Simon T. Perrault , Weiyu Zhang

A rapidly increasing amount of human conversation occurs online. But divisiveness and conflict can fester in text-based interactions on social media platforms, in messaging apps, and on other digital forums. Such toxicity increases…

Human-Computer Interaction · Computer Science 2023-10-24 Lisa P. Argyle , Ethan Busby , Joshua Gubler , Chris Bail , Thomas Howe , Christopher Rytting , David Wingate

The profound intertwining of digital interactions with traditional human interactions has spawned a novel mode of human interactions at both individual and population levels, carrying substantial ramifications for health. Digital mediation…

Human-Computer Interaction · Computer Science 2023-05-23 N Bidargaddi , J. C. L. Looi

The COVID-19 pandemic, like many of the disease outbreaks that have preceded it, is likely to have a profound effect on mental health. Understanding its impact can inform strategies for mitigating negative consequences. In this work, we…

Computation and Language · Computer Science 2020-09-10 Laura Biester , Katie Matton , Janarthanan Rajendran , Emily Mower Provost , Rada Mihalcea

The Papageno effect concerns how media can play a positive role in preventing and mitigating suicidal ideation and behaviors. With the increasing ubiquity and widespread use of social media, individuals often express and share lived…

Computers and Society · Computer Science 2023-02-21 Yunhao Yuan , Koustuv Saha , Barbara Keller , Erkki Tapio Isometsä , Talayeh Aledavood

In recent years, online communities have formed around suicide and self-harm prevention. While these communities offer support in moment of crisis, they can also normalize harmful behavior, discourage professional treatment, and instigate…

Computation and Language · Computer Science 2018-04-20 Luca Soldaini , Timothy Walsh , Arman Cohan , Julien Han , Nazli Goharian
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