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Depression is one of the most common mental disorders affecting an individual's personal and professional life. In this work, we investigated the possibility of utilizing social media posts to identify depression in individuals. To achieve…

Computation and Language · Computer Science 2024-05-14 Nandigramam Sai Harshit , Nilesh Kumar Sahu , Haroon R. Lone

In pseudonymous online fora like Reddit, the benefits of self-disclosure are often apparent to users (e.g., I can vent about my in-laws to understanding strangers), but the privacy risks are more abstract (e.g., will my partner be able to…

Human-Computer Interaction · Computer Science 2024-12-20 Isadora Krsek , Anubha Kabra , Yao Dou , Tarek Naous , Laura A. Dabbish , Alan Ritter , Wei Xu , Sauvik Das

Many children in foster care experience trauma that is rooted in unstable family relationships. Other members of the foster care system like foster parents and social workers face secondary trauma. Drawing on 10 years of Reddit data, we…

Human-Computer Interaction · Computer Science 2024-12-11 Tawfiq Ammari , Eunhye Ahn , Astha Lakhankar , Joyce Lee

Mental illness affects a significant portion of the worldwide population. Online mental health forums can provide a supportive environment for those afflicted and also generate a large amount of data which can be mined to predict mental…

Computation and Language · Computer Science 2019-07-12 Derek Howard , Marta Maslej , Justin Lee , Jacob Ritchie , Geoffrey Woollard , Leon French

Increasingly people form opinions based on information they consume on online social media. As a result, it is crucial to understand what type of content attracts people's attention on social media and drive discussions. In this paper we…

Social and Information Networks · Computer Science 2017-05-09 Benjamin D. Horne , Sibel Adali , Sujoy Sikdar

In recent times, more and more people are posting about their mental states across various social media platforms. Leveraging this data, AI-based systems can be developed that help in assessing the mental health of individuals, such as…

Human-Computer Interaction · Computer Science 2024-12-20 Chayan Tank , Shaina Mehta , Sarthak Pol , Vinayak Katoch , Avinash Anand , Raj Jaiswal , Rajiv Ratn Shah

The rise of online platforms has enabled covert illicit activities, including online prostitution, to pose challenges for detection and regulation. In this study, we introduce REDDIX-NET, a novel benchmark dataset specifically designed for…

Computers and Society · Computer Science 2025-05-30 MSVPJ Sathvik , Manan Roy Choudhury , Rishita Agarwal , Sathwik Narkedimilli , Vivek Gupta

Minority college students face unique challenges shaped by their identities based on their gender/sexual orientation, race, religion, and academic institutions, which influence their academic and social experiences. Although research has…

Social and Information Networks · Computer Science 2025-04-21 Chaeeun Han , Sangpil Youm , Hojeong Yoo , Sou Hyun Jang

Mental health is a significant and growing public health concern. As language usage can be leveraged to obtain crucial insights into mental health conditions, there is a need for large-scale, labeled, mental health-related datasets of users…

Computation and Language · Computer Science 2018-07-12 Arman Cohan , Bart Desmet , Andrew Yates , Luca Soldaini , Sean MacAvaney , Nazli Goharian

After the COVID-19 pandemic caused internet usage to grow by 70%, there has been an increased number of people all across the world using social media. Applications like Twitter, Meta Threads, YouTube, and Reddit have become increasingly…

Computation and Language · Computer Science 2023-11-01 Anthony Olakangil , Cindy Wang , Justin Nguyen , Qunbo Zhou , Kaavya Jethwa , Jason Li , Aryan Narendra , Nishk Patel , Arjun Rajaram

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

Amid growing global mental health concerns, particularly among vulnerable groups, natural language processing offers a tremendous potential for early detection and intervention of people's mental disorders via analyzing their postings and…

Machine Learning · Computer Science 2023-11-10 Haijian Shao , Ming Zhu , Shengjie Zhai

In today's cross-platform social media landscape, understanding factors that drive engagement for multimodal content, especially text paired with visuals, remains complex. This study investigates how rewriting Reddit post titles adapted…

Social and Information Networks · Computer Science 2025-05-08 Yibo Hu , Yiqiao Jin , Meng Ye , Ajay Divakaran , Srijan Kumar

Objective: Reveal and quantify qualities of reported experiences of chronic pain on social media, from multiple pathological backgrounds, by means of the novel Reddit Reports of Chronic Pain (RRCP) dataset, using Natural Language Processing…

Computation and Language · Computer Science 2023-04-14 Diogo A. P. Nunes , Joana Ferreira-Gomes , Fani Neto , David Martins de Matos

Humans need a sense of community (SOC), and social media platforms afford opportunities to address this need by providing users with a sense of virtual community (SOVC). This paper explores SOVC on Reddit and is motivated by two goals: (1)…

Human-Computer Interaction · Computer Science 2023-10-05 Gale H. Prinster , C. Estelle Smith , Chenhao Tan , Brian C. Keegan

Cognitive Behavioral Therapy (CBT) is an effective technique for addressing the irrational thoughts stemming from mental illnesses, but it necessitates precise identification of cognitive pathways to be successfully implemented in patient…

Computation and Language · Computer Science 2024-04-18 Meng Jiang , Yi Jing Yu , Qing Zhao , Jianqiang Li , Changwei Song , Hongzhi Qi , Wei Zhai , Dan Luo , Xiaoqin Wang , Guanghui Fu , Bing Xiang Yang

Millions of individuals' well-being are challenged by the harms of substance use. Harm reduction as a public health strategy is designed to improve their health outcomes and reduce safety risks. Some large language models (LLMs) have…

Computation and Language · Computer Science 2025-07-30 Kaixuan Wang , Chenxin Diao , Jason T. Jacques , Zhongliang Guo , Shuai Zhao

The social NLP research community witness a recent surge in the computational advancements of mental health analysis to build responsible AI models for a complex interplay between language use and self-perception. Such responsible AI models…

Computation and Language · Computer Science 2024-01-15 Muskan Garg , MSVPJ Sathvik , Amrit Chadha , Shaina Raza , Sunghwan Sohn

Online platforms like Reddit are increasingly becoming popular for individuals sharing personal experiences of leaving behind social, ideological, and political groups. Specifically, a series of "ex-" subreddits on Reddit allow users to…

Computers and Society · Computer Science 2025-08-20 Shruti Phadke

Given the current state of the world, because of existing situations around the world, millions of people suffering from mental illnesses feel isolated and unable to receive help in person. Psychological studies have shown that our state of…

Computation and Language · Computer Science 2023-04-11 Pratinav Seth , Mihir Agarwal
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