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Large language models (LLMs) are increasingly being used in a zero-shot fashion to assess mental health conditions, yet we have limited knowledge on what factors affect their accuracy. In this study, we utilize a clinical dataset of natural…

Studies on intergenerational relationships between parents and children in Asian American families highlight their impact on mental health and well-being. This study investigates the role of ambivalent emotions in online narratives shared…

Computers and Society · Computer Science 2026-02-05 Sangpil Youm , Nari Yoo , Sou Hyun Jang

Social media allows researchers to track societal and cultural changes over time based on language analysis tools. Many of these tools rely on statistical algorithms which need to be tuned to specific types of language. Recent studies have…

Computation and Language · Computer Science 2022-06-23 Keith Harrigian , Mark Dredze

Bipolar disorder, a severe chronic mental illness characterized by pathological mood swings from depression to mania, requires ongoing symptom severity tracking to both guide and measure treatments that are critical for maintaining…

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Social media channels, such as Facebook, Twitter, and Instagram, have altered our world forever. People are now increasingly connected than ever and reveal a sort of digital persona. Although social media certainly has several remarkable…

Social and Information Networks · Computer Science 2020-08-26 Hatoon S. AlSagri , Mourad Ykhlef

Depression is a mental health disorder that has a profound impact on people's lives. Recent research suggests that signs of depression can be detected in the way individuals communicate, both through spoken words and written texts. In…

Computation and Language · Computer Science 2023-10-18 Fardin Ahsan Sakib , Ahnaf Atef Choudhury , Ozlem Uzuner

Words play a central role in how we express ourselves. Lexicons of word-emotion associations are widely used in research and real-world applications for sentiment analysis, tracking emotions associated with products and policies, studying…

Computation and Language · Computer Science 2023-02-10 Saif M. Mohammad

Textual data from social platforms captures various aspects of mental health through discussions around and across issues, while users reach out for help and others sympathize and offer support. We propose a comprehensive framework that…

Social and Information Networks · Computer Science 2025-03-04 Vaishali Aggarwal , Sachin Thukral , Krushil Patel , Arnab Chatterjee

When conflicts escalate, is it due to what is said or how it is said? In the conflict literature, two theoretical approaches take opposing views: one focuses on the content of the disagreement, while the other focuses on how it is…

Social and Information Networks · Computer Science 2024-09-17 Priya Ronald D'Costa , Evan Rowbotham , Xinlan Emily Hu

Sarcasm, as defined by Merriam-Webster, is the use of words by someone who means the opposite of what he is trying to say. In the field of sentimental analysis of Natural Language Processing, the ability to correctly identify sarcasm is…

Computation and Language · Computer Science 2023-12-08 Juliann Zhou

Sentiment analysis in conversations has gained increasing attention in recent years for the growing amount of applications it can serve, e.g., sentiment analysis, recommender systems, and human-robot interaction. The main difference between…

Computation and Language · Computer Science 2021-07-06 Wei Li , Wei Shao , Shaoxiong Ji , Erik Cambria

Emotional support dialogue systems aim to reduce help-seekers' distress and help them overcome challenges. While human values$\unicode{x2013}$core beliefs that shape an individual's priorities$\unicode{x2013}$are increasingly emphasized in…

Computation and Language · Computer Science 2025-06-03 Juhee Kim , Chunghu Mok , Jisun Lee , Hyang Sook Kim , Yohan Jo

Large language models (LLMs) chatbots like ChatGPT are increasingly used for mental health support. They offer accessible, therapeutic support but also raise concerns about misinformation, over-reliance, and risks in high-stakes contexts of…

Computers and Society · Computer Science 2025-12-09 Lingyao Li , Xiaoshan Huang , Renkai Ma , Ben Zefeng Zhang , Haolun Wu , Fan Yang , Chen Chen

The social media platform provides an opportunity to gain valuable insights into user behaviour. Users mimic their internal feelings and emotions in a disinhibited fashion using natural language. Techniques in Natural Language Processing…

Computation and Language · Computer Science 2019-02-05 Adil Rajput , Samara Ahmed

Social media research on mental health has focused predominantly on detecting and diagnosing conditions at the individual level. In this work, we shift attention to \emph{intergroup} behavior, examining how two prominent neurodivergent…

Computation and Language · Computer Science 2026-04-23 Saad Mankarious , Nour Zeid , Iyad Ait Hou , Rebecca Hwa , Aya Zirikly

Though current researches often study the properties of online social relationship from an objective view, we also need to understand individuals' subjective opinions on their interrelationships in social computing studies. Inspired by the…

Social and Information Networks · Computer Science 2016-11-03 Bo Wang , Yingjun Sun , Yuan Wang

Intimacy is a fundamental aspect of how we relate to others in social settings. Language encodes the social information of intimacy through both topics and other more subtle cues (such as linguistic hedging and swearing). Here, we introduce…

Computation and Language · Computer Science 2020-11-06 Jiaxin Pei , David Jurgens

The effect of amplifiers, downtoners, and negations has been studied in general and particularly in the context of sentiment analysis. However, there is only limited work which aims at transferring the results and methods to discrete…

Computation and Language · Computer Science 2018-10-03 Florian Strohm , Roman Klinger

Social media datasets make it possible to rapidly quantify collective attention to emerging topics and breaking news, such as crisis events. Collective attention is typically measured by aggregate counts, such as the number of posts that…

Computation and Language · Computer Science 2020-04-02 Ian Stewart , Diyi Yang , Jacob Eisenstein

Emotions play a critical role in our everyday lives by altering how we perceive, process and respond to our environment. Affective computing aims to instill in computers the ability to detect and act on the emotions of human actors. A core…

Computation and Language · Computer Science 2020-08-31 Connor T. Heaton , David M. Schwartz
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