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In today's interconnected society, social media platforms provide a window into individuals' thoughts, emotions, and mental states. This paper explores the use of platforms like Facebook, X (formerly Twitter), and Reddit for depression…

Artificial Intelligence · Computer Science 2025-10-02 Yusif Ibrahimov , Tarique Anwar , Tommy Yuan , Turan Mutallimov , Elgun Hasanov

While there is an increased discourse on large language models (LLMs) like ChatGPT and DeepSeek, there is no comprehensive understanding of how users of online platforms, like Reddit, perceive these models. This is an important omission…

Social and Information Networks · Computer Science 2025-02-27 Krishnaveni Katta

We study Socially Unacceptable Discourse (SUD) characterization and detection in online text. We first build and present a novel corpus that contains a large variety of manually annotated texts from different online sources used so far in…

Computation and Language · Computer Science 2023-08-09 Bruno Machado Carneiro , Michele Linardi , Julien Longhi

User and product information associated with a review is useful for sentiment polarity prediction. Typical approaches incorporating such information focus on modeling users and products as implicitly learned representation vectors. Most do…

Computation and Language · Computer Science 2022-12-20 Chenyang Lyu , Linyi Yang , Yue Zhang , Yvette Graham , Jennifer Foster

We investigate the role of large language models (LLMs) in supporting mental health by analyzing Reddit posts and comments about mental health conversations with ChatGPT. Our findings reveal that users value ChatGPT as a safe,…

Human-Computer Interaction · Computer Science 2025-10-28 Kyuha Jung , Gyuho Lee , Yuanhui Huang , Yunan Chen

Polarization, declining trust, and wavering support for democratic norms are pressing threats to U.S. democracy. Exposure to verified and quality news may lower individual susceptibility to these threats and make citizens more resilient to…

Social and Information Networks · Computer Science 2024-04-02 Hadi Askari , Anshuman Chhabra , Bernhard Clemm von Hohenberg , Michael Heseltine , Magdalena Wojcieszak

Social media text shows promise for monitoring trends in the opioid overdose crisis; however, the overwhelming majority of social media text is unrelated to opioids. When leveraging social media text to monitor trends in the ongoing opioid…

Computation and Language · Computer Science 2026-03-12 Kristy A. Carpenter , Issah A. Samori , Mathew V. Kiang , Keith Humphreys , Anna Lembke , Johannes C. Eichstaedt , Russ B. Altman

Social media platforms are revolutionizing the way users communicate by increasing the exposure to highly stigmatized issues in the society. Sexual abuse is one such issue that recently took over social media via attaching the hashtag…

Social and Information Networks · Computer Science 2018-03-22 Lydia Manikonda , Ghazaleh Beigi , Huan Liu , Subbarao Kambhampati

More and more people are experiencing pressure from work, life, and education. These pressures often lead to an anxious state of mind, or even the early symptoms of suicidal ideation. With the advancement of artificial intelligence (AI)…

Human-Computer Interaction · Computer Science 2025-03-21 Longdi Xian , Junhao Xu

Detecting reclaimed slurs represents a fundamental challenge for hate speech detection systems, as the same lexcal items can function either as abusive expressions or as in-group affirmations depending on social identity and context. In…

Computation and Language · Computer Science 2026-02-16 Luca Tedeschini , Matteo Fasulo

Mental health in children and adolescents has been steadily deteriorating over the past few years. The recent advent of Large Language Models (LLMs) offers much hope for cost and time efficient scaling of monitoring and intervention, yet…

Computation and Language · Computer Science 2024-04-29 Isabelle Lorge , Dan W. Joyce , Andrey Kormilitzin

Text representation models are prone to exhibit a range of societal biases, reflecting the non-controlled and biased nature of the underlying pretraining data, which consequently leads to severe ethical issues and even bias amplification.…

Computation and Language · Computer Science 2021-06-08 Soumya Barikeri , Anne Lauscher , Ivan Vulić , Goran Glavaš

Online health communities are a valuable source of information for patients and physicians. However, such user-generated resources are often plagued by inaccuracies and misinformation. In this work we propose a method for automatically…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Gerhard Weikum , Cristian Danescu-Niculescu-Mizil

Social media (i.e., Reddit) users are overloaded with people's opinions when viewing discourses about divisive topics. Traditional user interfaces in such media present those opinions in a linear structure, which can limit users in viewing…

Human-Computer Interaction · Computer Science 2023-04-25 Hayeong Song , Zhengyang Qi , John Stasko , Diyi Yang

In recent years, offensive, abusive and hateful language, sexism, racism and other types of aggressive and cyberbullying behavior have been manifesting with increased frequency, and in many online social media platforms. In fact, past…

Concepts, both abstract and concrete, elicit a distribution of association strengths across perceptual color space, which influence aspects of visual cognition ranging from object recognition to interpretation of information visualizations.…

Computer Vision and Pattern Recognition · Computer Science 2024-06-27 Kushin Mukherjee , Timothy T. Rogers , Karen B. Schloss

Research exploring linguistic markers in individuals with depression has demonstrated that language usage can serve as an indicator of mental health. This study investigates the impact of discussion topic as context on linguistic markers…

Computation and Language · Computer Science 2024-11-25 Neha Sharma , Kairit Sirts

Mental disorders such as depression and suicidal ideation are hazardous, affecting more than 300 million people over the world. However, on social media, mental disorder symptoms can be observed, and automated approaches are increasingly…

Information Retrieval · Computer Science 2023-01-26 Ramin Safa , S. A. Edalatpanah , Ali Sorourkhah

The complexity of navigating digital privacy, safety, and security threats often falls directly on users. This leads to users seeking help from family and peers, platforms and advice guides, dedicated communities, and even large language…

Opioid Use Disorder (OUD) has emerged as a significant global public health issue, with complex multifaceted conditions. Due to the lack of effective treatment options for various conditions, there is a pressing need for the discovery of…

Machine Learning · Computer Science 2023-06-14 Hongsong Feng , Rui Wang , Chang-Guo Zhan , Guo-Wei Wei