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Eating disorders are complex mental health conditions that affect millions of people around the world. Effective interventions on social media platforms are crucial, yet testing strategies in situ can be risky. We present a novel LLM-driven…

Computation and Language · Computer Science 2024-09-09 Louis Penafiel , Hsien-Te Kao , Isabel Erickson , David Chu , Robert McCormack , Kristina Lerman , Svitlana Volkova

We propose a method for training language models in an interactive setting inspired by child language acquisition. In our setting, a speaker attempts to communicate some information to a listener in a single-turn dialogue and receives a…

Computation and Language · Computer Science 2025-05-12 Lennart Stöpler , Rufat Asadli , Mitja Nikolaus , Ryan Cotterell , Alex Warstadt

Large language models (LLMs) offer emerging opportunities for psychological and behavioral research, but methodological guidance is lacking. This article provides a framework for using LLMs as psychological simulators across two primary…

Computers and Society · Computer Science 2026-04-07 Zhicheng Lin

Many people struggling with mental health issues are unable to access adequate care due to high costs and a shortage of mental health professionals, leading to a global mental health crisis. Online mental health communities can help…

Social and Information Networks · Computer Science 2021-04-26 David Wadden , Tal August , Qisheng Li , Tim Althoff

Concept Bottleneck Models (CBMs) ground image classification on human-understandable concepts to allow for interpretable model decisions. Crucially, the CBM design inherently allows for human interventions, in which expert users are given…

Machine Learning · Computer Science 2024-08-07 Nishad Singhi , Jae Myung Kim , Karsten Roth , Zeynep Akata

Large Language Models (LLMs) are transforming mental health care by enhancing accessibility, personalization, and efficiency in therapeutic interventions. These AI-driven tools empower mental health professionals with real-time support,…

Computers and Society · Computer Science 2025-01-22 Hari Mohan Pandey

Large language models (LLMs) have been widely applied in various fields due to their excellent capability for memorizing knowledge and chain of thought (CoT). When these language models are applied in the field of psychological counseling,…

Computation and Language · Computer Science 2023-11-02 Yirong Chen , Xiaofen Xing , Jingkai Lin , Huimin Zheng , Zhenyu Wang , Qi Liu , Xiangmin Xu

South Africa's escalating mental health crisis, compounded by limited access to culturally responsive care, calls for innovative and contextually grounded interventions. While large language models show considerable promise for mental…

Artificial Intelligence · Computer Science 2026-01-13 Sontaga G. Forane , Absalom E. Ezugwu , Kevin Igwe , Karen van den Berg

Psychological consultation is essential for improving mental health and well-being, yet challenges such as the shortage of qualified professionals and scalability issues limit its accessibility. To address these challenges, we explore the…

Computation and Language · Computer Science 2024-08-30 Rafael Souza , Jia-Hao Lim , Alexander Davis

Coimagination method is a novel approach to support interactive communication for activating three (3) cognitive functions: episodic memory, division of attention, and planning. These cognitive functions are known to decline at an early…

Human-Computer Interaction · Computer Science 2020-06-18 John Noel Victorino , Naoto Fukunaga , Tomohiro Shibata

Despite the increasing demand for AI-based mental health monitoring tools, their practical utility for clinicians is limited by the lack of interpretability.The CLPsych 2024 Shared Task (Chim et al., 2024) aims to enhance the…

Computation and Language · Computer Science 2024-02-26 Hyolim Jeon , Dongje Yoo , Daeun Lee , Sejung Son , Seungbae Kim , Jinyoung Han

With the advancement of large language models, many dialogue systems are now capable of providing reasonable and informative responses to patients' medical conditions. However, when patients consult their doctor, they may experience…

Computation and Language · Computer Science 2025-06-17 Shang-Chi Tsai , Yun-Nung Chen

Background: Motivational interviewing (MI) is an effective counseling approach for promoting health behavior change, but its impact is constrained by the need for highly trained human counselors. Objective: This study aimed to explore a…

Computation and Language · Computer Science 2025-12-18 Run-ze Hu , Yang Yang , Yi-hang Yang , Jing-qi Kong , Jia-hui Luo , Wen-yu Yang , Jing Chen , Jing-yao Liu , Hui-qun Zeng , Lei Zhang , Zheng Liu

The in-context learning capabilities of large language models (LLMs) show great potential in mental health support. However, the lack of counseling datasets, particularly in Chinese corpora, restricts their application in this field. To…

Computation and Language · Computer Science 2025-03-06 Keqi Chen , Zekai Sun , Yuhua Wen , Huijun Lian , Yingming Gao , Ya Li

Aligned representations across languages is a desired property in multilingual large language models (mLLMs), as alignment can improve performance in cross-lingual tasks. Typically alignment requires fine-tuning a model, which is…

Computation and Language · Computer Science 2025-07-22 Anirudh Sundar , Sinead Williamson , Katherine Metcalf , Barry-John Theobald , Skyler Seto , Masha Fedzechkina

Psychological counseling faces huge challenges due to the growing demand for mental health services and the shortage of trained professionals. Large language models (LLMs) have shown potential to assist psychological counseling, especially…

Artificial Intelligence · Computer Science 2025-07-28 Yigui Feng , Qinglin Wang , Ke Liu , Xinhai Chen , Bo Yang , Jie Liu

As mental health issues globally escalate, there is a tremendous need for advanced digital support systems. We introduce MentalAgora, a novel framework employing large language models enhanced by interaction between multiple agents for…

Computation and Language · Computer Science 2024-07-04 Yeonji Lee , Sangjun Park , Kyunghyun Cho , JinYeong Bak

Cognitive impairment is becoming a major public health challenge. Cognitive Stimulation Therapy (CST) is an effective intervention for cognitive impairment, but traditional methods are difficult to scale, and existing digital systems…

Computation and Language · Computer Science 2026-03-12 Jiyue Jiang , Yanyu Chen , Pengan Chen , Kai Liu , Jingqi Zhou , Zheyong Zhu , He Hu , Fei Ma , Qi Tian , Chuan Wu

Teachers' growth mindset supportive language (GMSL)--rhetoric emphasizing that one's skills can be improved over time--has been shown to significantly reduce disparities in academic achievement and enhance students' learning outcomes.…

Computation and Language · Computer Science 2023-10-17 Kunal Handa , Margaret Clapper , Jessica Boyle , Rose E Wang , Diyi Yang , David S Yeager , Dorottya Demszky

Expressing stressful experiences in words is proven to improve mental and physical health, but individuals often disengage with writing interventions as they struggle to organize their thoughts and emotions. Reflective prompts have been…

Human-Computer Interaction · Computer Science 2025-05-09 Inhwa Song , SoHyun Park , Sachin R. Pendse , Jessica Lee Schleider , Munmun De Choudhury , Young-Ho Kim
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