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Although engagement in self-directed wellness exercises typically declines over time, integrating social support such as coaching can sustain it. However, traditional forms of support are often inaccessible due to the high costs and complex…

Young people's mental well-being is a global concern, with peer support playing a key role in daily emotional regulation. Conversational agents are increasingly viewed as promising tools for delivering accessible, personalised peer support,…

Depression poses significant challenges to patients and healthcare organizations, necessitating efficient assessment methods. Existing paradigms typically focus on a patient-doctor way that overlooks multi-role interactions, such as family…

人机交互 · 计算机科学 2026-03-10 Zhiyuan Zhou , Jilong Liu , Sanwang Wang , Shijie Hao , Yanrong Guo , Richang Hong

Creating effective dialogue systems for mental health support requires high-quality multi-turn counseling dialogue data, yet collecting real counselor-client conversations presents significant challenges, including privacy concerns, high…

计算与语言 · 计算机科学 2026-05-27 Huachuan Qiu , Zhenzhong Lan

Mental health challenges are rising globally, while traditional support services face limited availability and high costs. Large language models offer potential for conversational support, but often lack personalization, empathy, and…

人机交互 · 计算机科学 2026-04-24 Truong Le Minh Toan , Dieu Bang Mach , Tan Duy Le , Nguyen Tan Viet Tuyen

Large Language Models (LLMs) can play a vital role in psychotherapy by adeptly handling the crucial task of cognitive reframing and overcoming challenges such as shame, distrust, therapist skill variability, and resource scarcity. Previous…

人机交互 · 计算机科学 2025-01-28 Mengxi Xiao , Qianqian Xie , Ziyan Kuang , Zhicheng Liu , Kailai Yang , Min Peng , Weiguang Han , Jimin Huang

The rapid advancement of Large Language Models (LLMs), reasoning models, and agentic AI approaches coincides with a growing global mental health crisis, where increasing demand has not translated into adequate access to professional…

人机交互 · 计算机科学 2025-04-03 Kellie Yu Hui Sim , Kenny Tsu Wei Choo

In architectural interior design, miscommunication frequently arises as clients lack design knowledge, while designers struggle to explain complex spatial relationships, leading to delayed timelines and financial losses. Recent advancements…

人工智能 · 计算机科学 2026-03-17 Ren Jian Lim , Rushi Dai

Agents represent one of the most emerging applications of Large Language Models (LLMs) and Generative AI, with their effectiveness hinging on multimodal capabilities to navigate complex user environments. Conversational Health Agents…

计算与语言 · 计算机科学 2024-05-09 Mahyar Abbasian , Iman Azimi , Mohammad Feli , Amir M. Rahmani , Ramesh Jain

Large Language Models (LLMs) have revolutionized Natural Language Processing but exhibit limitations, particularly in autonomously addressing novel challenges such as reasoning and problem-solving. Traditional techniques like…

多智能体系统 · 计算机科学 2024-01-03 Sumedh Rasal

Intelligent dialogue systems are increasingly used in modern education and psychological counseling fields, but most existing systems are limited to a single domain, cannot deal with both educational and psychological issues, and often lack…

计算与语言 · 计算机科学 2024-12-06 Shiwen Ni , Min Yang

While Large Language Model (LLM) based agents excel at complex tasks, their performance in open-ended scenarios is often constrained by isolated operation and reliance on static databases, missing the dynamic knowledge exchange of human…

计算与语言 · 计算机科学 2026-03-06 Hang Gao , Yongfeng Zhang

Open-domain dialogue systems have seen remarkable advancements with the development of large language models (LLMs). Nonetheless, most existing dialogue systems predominantly focus on brief single-session interactions, neglecting the…

计算与语言 · 计算机科学 2025-02-14 Hao Li , Chenghao Yang , An Zhang , Yang Deng , Xiang Wang , Tat-Seng Chua

Human social interactions depend on the ability to infer others' unspoken intentions, emotions, and beliefs-a cognitive skill grounded in the psychological concept of Theory of Mind (ToM). While large language models (LLMs) excel in…

计算与语言 · 计算机科学 2025-10-15 Xuanming Zhang , Yuxuan Chen , Samuel Yeh , Sharon Li

We introduce a novel application of large language models (LLMs) in developing a virtual counselor capable of conducting motivational interviewing (MI) for alcohol use counseling. Access to effective counseling remains limited, particularly…

人机交互 · 计算机科学 2024-07-12 Ian Steenstra , Farnaz Nouraei , Mehdi Arjmand , Timothy W. Bickmore

Automating structured clinical interviews could revolutionize mental healthcare accessibility, yet existing large language models (LLMs) approaches fail to align with psychiatric diagnostic protocols. We present MAGI, the first framework…

Large Language Models (LLMs) offer promising opportunities to support mental healthcare workflows, yet they often lack the structured clinical reasoning needed for reliable diagnosis and may struggle to provide the emotionally attuned…

人工智能 · 计算机科学 2026-04-20 Yuqi Wu , Guangya Wan , Jingjing Li , Shengming Zhao , Lingfeng Ma , Tianyi Ye , Ion Pop , Yanbo Zhang , Jie Chen

The global mental health crisis is looming with a rapid increase in mental disorders, limited resources, and the social stigma of seeking treatment. As the field of artificial intelligence (AI) has witnessed significant advancements in…

计算与语言 · 计算机科学 2023-11-27 Neo Christopher Chung , George Dyer , Lennart Brocki

As large language models (LLMs) are embedded into mental health technologies, they are often framed either as tools assisting therapists or autonomous therapeutic systems. Such perspectives overlook their potential to mediate relational…

人机交互 · 计算机科学 2025-12-30 Jiatao Quan , Ziyue Li , Tian Qi Zhu , Yuxuan Li , Baoying Wang , Wanda Pratt , Nan Gao

Mental health is increasingly critical in contemporary healthcare, with psychotherapy demanding dynamic, context-sensitive interactions that traditional NLP methods struggle to capture. Large Language Models (LLMs) offer significant…

计算与语言 · 计算机科学 2025-06-30 Hongbin Na , Yining Hua , Zimu Wang , Tao Shen , Beibei Yu , Lilin Wang , Wei Wang , John Torous , Ling Chen
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