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The advancement of AI systems for mental health support is hindered by limited access to therapeutic conversation data, particularly for trauma treatment. We present Thousand Voices of Trauma, a synthetic benchmark dataset of 3,000 therapy…

Computers and Society · Computer Science 2025-05-19 Suhas BN , Andrew M. Sherrill , Rosa I. Arriaga , Chris W. Wiese , Saeed Abdullah

Sexism is generally defined as prejudice and discrimination based on sex or gender, affecting every sector of society, from social institutions to relationships and individual behavior. Social media platforms amplify the impact of sexism by…

Computation and Language · Computer Science 2025-08-22 Laura De Grazia , Pol Pastells , Mauro Vázquez Chas , Desmond Elliott , Danae Sánchez Villegas , Mireia Farrús , Mariona Taulé

Recommender systems on social media increasingly mediate how users encounter mental health content, yet it remains unclear whether they distinguish help-seeking from distress expression. We conduct a controlled 7-day audit of TikTok's "For…

Social and Information Networks · Computer Science 2026-04-17 Pooriya Jamie , Amir Ghasemian , Homa Hosseinmardi

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

In recent years online shopping has gained momentum and became an important venue for customers wishing to save time and simplify their shopping process. A key advantage of shopping online is the ability to read what other customers are…

Computation and Language · Computer Science 2021-07-13 Iftah Gamzu , Hila Gonen , Gilad Kutiel , Ran Levy , Eugene Agichtein

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

Psychological trauma can manifest following various distressing events and is captured in diverse online contexts. However, studies traditionally focus on a single aspect of trauma, often neglecting the transferability of findings across…

Computation and Language · Computer Science 2024-08-13 Miriam Schirmer , Tobias Leemann , Gjergji Kasneci , Jürgen Pfeffer , David Jurgens

Large language models are increasingly used for mental health support, yet little is known about whether their responses are psychologically safe across different help-seeking styles. We examine a foundational distinction in emotional…

Human-Computer Interaction · Computer Science 2026-05-22 Vivienne Bihe Chi , Adithya V Ganesan , Ryan L Boyd , Lyle Ungar , Sharath Chandra Guntuku

Stigma is a barrier to treatment for individuals struggling with substance use disorders (SUD), which leads to significantly lower treatment engagement rates. With only 7% of those affected receiving any form of help, societal stigma not…

Computation and Language · Computer Science 2025-01-28 Layla Bouzoubaa , Elham Aghakhani , Rezvaneh Rezapour

At a time when information seekers first turn to digital sources for news and opinion, it is critical that we understand the role that social media plays in human behavior. This is especially true when information consumers also act as…

Social and Information Networks · Computer Science 2015-06-08 Maria Glenski , Thomas J. Johnston , Tim Weninger

Online Mental Health Communities (OMHCs) provide crucial peer and expert support, yet many posts remain unanswered due to missing support attributes that signal the need for help. We present a novel framework that identifies these gaps and…

Computation and Language · Computer Science 2025-08-26 Bhagesh Gaur , Karan Gupta , Aseem Srivastava , Manish Gupta , Md Shad Akhtar

In the context of modern life, particularly in Industry 4.0 within the online space, emotions and moods are frequently conveyed through social media posts. The trend of sharing stories, thoughts, and feelings on these platforms generates a…

Machine Learning · Computer Science 2024-11-08 Hai-Yen Phan Nguyen , Phi-Lan Ly , Duc-Manh Le , Trong-Hop Do

Socio-linguistic indicators of affectively-relevant phenomena, such as emotion or sentiment, are often extracted from text to better understand features of human-computer interactions, including on social media. However, an indicator that…

Machine Learning · Computer Science 2025-11-24 Keith Burghardt , Daniel M. T. Fessler , Chyna Tang , Anne Pisor , Kristina Lerman

Social Network Sites (SNSs) like Facebook or Instagram are spaces where people expose their lives to wide and diverse audiences. This practice can lead to unwanted incidents such as reputation damage, job loss or harassment when pieces of…

Human-Computer Interaction · Computer Science 2020-08-24 Nicolas E. Diaz Ferreyra , Rene Meis , Maritta Heisel

Media coverage possesses a substantial effect on the public perception of events. The way media frames events can significantly alter the beliefs and perceptions of our society. Nevertheless, nearly all media outlets are known to report…

Computation and Language · Computer Science 2021-12-20 Timo Spinde , Christina Kreuter , Wolfgang Gaissmaier , Felix Hamborg , Bela Gipp , Helge Giese

Despite attempts to increase gender parity in politics, global efforts have struggled to ensure equal female representation. This is likely tied to implicit gender biases against women in authority. In this work, we present a comprehensive…

Computation and Language · Computer Science 2025-08-13 Sara Marjanovic , Karolina Stańczak , Isabelle Augenstein

The Internet and online forums such as Reddit have become an increasingly popular medium for citizens to engage in political conversations. However, the online disinhibition effect resulting from the ability to use pseudonymous identities…

Computation and Language · Computer Science 2017-07-20 Rishab Nithyanand , Brian Schaffner , Phillipa Gill

Toxic sentiment analysis on Twitter (X) often focuses on specific topics and events such as politics and elections. Datasets of toxic users in such research are typically gathered through lexicon-based techniques, providing only a…

Social and Information Networks · Computer Science 2024-06-06 Hina Qayyum , Muhammad Ikram , Benjamin Zhao , Ian Wood , Mohamad Ali Kaafar , Nicolas Kourtellis

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

This study assesses the effect of the #MeToo movement on the language used in judicial opinions on sexual violence related cases from 51 U.S. state and federal appellate courts. The study introduces various indicators to quantify the extent…

General Economics · Economics 2023-09-18 Henrika Langen