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Artificial intelligent (AI) conversational agents hold a promising future in the field of mental health, especially in helping marginalized communities that lack access to mental health support services. It is tempting to have a 24/7 mental…

人机交互 · 计算机科学 2025-04-21 Rawan AlMakinah

Making high-stakes personal decisions involves cognitive, emotional, and intuitive processes, and individuals differ in how they allocate attention across these modes. Integration of these processes has shown to benefit decision making.…

Due to privacy concerns, open dialogue datasets for mental health are primarily generated through human or AI synthesis methods. However, the inherent implicit nature of psychological processes, particularly those of clients, poses…

人机交互 · 计算机科学 2025-11-18 Lixiu Wu , Yuanrong Tang , Qisen Pan , Xianyang Zhan , Yucheng Han , Lanxi Xiao , Tianhong Wang , Chen Zhong , Jiangtao Gong

Large Language Models (LLMs) have become a popular interface for human-AI interaction, supporting information seeking and task assistance through natural, multi-turn dialogue. To respond to users within multi-turn dialogues, the…

计算与语言 · 计算机科学 2026-04-16 Fengran Mo , Yifan Gao , Sha Li , Hansi Zeng , Xin Liu , Zhaoxuan Tan , Xian Li , Jianshu Chen , Dakuo Wang , Meng Jiang

Multi-agent systems (MAS) powered by large language models (LLMs) hold significant promise for solving complex decision-making tasks. However, the core process of collaborative decision-making (CDM) within these systems remains…

人工智能 · 计算机科学 2025-08-19 Xuyang Zhao , Shiwan Zhao , Hualong Yu , Liting Zhang , Qicheng Li

Recent advances in large language models have enabled mental health dialogue systems, yet existing approaches remain predominantly reactive, lacking systematic user state modeling for proactive therapeutic exploration. We introduce…

计算与语言 · 计算机科学 2026-01-28 Sohhyung Park , Hyunji Kang , Sungzoon Cho , Dongil Kim

Large Language Models (LLMs) have demonstrated great potential for conducting diagnostic conversations but evaluation has been largely limited to language-only interactions, deviating from the real-world requirements of remote care…

Despite the global mental health crisis, access to screenings, professionals, and treatments remains high. In collaboration with licensed psychotherapists, we propose a Conversational AI Therapist with psychotherapeutic Interventions…

计算与语言 · 计算机科学 2024-03-19 Jingping Nie , Hanya Shao , Yuang Fan , Qijia Shao , Haoxuan You , Matthias Preindl , Xiaofan Jiang

Recent studies have increasingly demonstrated that large language models (LLMs) possess significant theory of mind (ToM) capabilities, showing the potential for simulating the tracking of mental states in generative agents. In this study,…

计算与语言 · 计算机科学 2025-01-28 Bo Yang , Jiaxian Guo , Yusuke Iwasawa , Yutaka Matsuo

Thematic analysis (TA) is a widely used qualitative approach for uncovering latent meanings in unstructured text data. TA provides valuable insights in healthcare but is resource-intensive. Large Language Models (LLMs) have been introduced…

Testing conversational AI systems at scale across diverse domains necessitates realistic and diverse user interactions capturing a wide array of behavioral patterns. We present a novel multi-agent framework for realistic, explainable human…

人机交互 · 计算机科学 2026-01-23 Hareeshwar Karthikeyan

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…

计算与语言 · 计算机科学 2024-08-30 Rafael Souza , Jia-Hao Lim , Alexander Davis

LLM-powered agents are now used in many areas, from customer support to education, and there is increasing interest in their ability to act more like humans. This includes fields such as social, political, and psychological research, where…

多智能体系统 · 计算机科学 2025-12-22 Monika Zamojska , Jarosław A. Chudziak

Unlike empathetic dialogues, the system in emotional support conversations (ESC) is expected to not only convey empathy for comforting the help-seeker, but also proactively assist in exploring and addressing their problems during the…

计算与语言 · 计算机科学 2023-05-18 Yang Deng , Wenxuan Zhang , Yifei Yuan , Wai Lam

With the rapid expansion of large language model (LLM) applications, there is an emerging shift in the role of LLM-based AI chatbots from serving merely as general inquiry tools to acting as professional service agents. However, current…

人机交互 · 计算机科学 2025-09-01 Wenwen Li , Kangwei Shi , Yidong Chai

Job interviews play a critical role in shaping one's career, yet practicing interview skills can be challenging, especially without access to human coaches or peers for feedback. Recent advancements in large language models (LLMs) present…

人机交互 · 计算机科学 2024-11-05 Taufiq Daryanto , Xiaohan Ding , Lance T. Wilhelm , Sophia Stil , Kirk McInnis Knutsen , Eugenia H. Rho

The sleep diary is a widely used clinical tool for understanding and treating sleep disorders in Behavioral Sleep Medicine (BSM); however, low patient compliance and limited capture of contextual information constrain its effectiveness and…

In online education, innovative tools are crucial for enhancing learning outcomes. SAM (Study with AI Mentor) is an advanced platform that integrates educational videos with a context-aware chat interface powered by large language models.…

人工智能 · 计算机科学 2025-02-25 Anna Bodonhelyi , Enkeleda Thaqi , Süleyman Özdel , Efe Bozkir , Enkelejda Kasneci

Conversational artificial intelligence can already independently engage in brief conversations with clients with psychological problems and provide evidence-based psychological interventions. The main objective of this study is to improve…

人机交互 · 计算机科学 2024-03-21 H. Zhang , Z. Qiao , H. Wang , B. Duan , J. Yin

Persuasive dialogue generation plays a vital role in decision-making, negotiation, counseling, and behavior change, yet it remains a challenging problem. In complex persuasion where the persuadee's internal states are not expressed clearly,…

计算与语言 · 计算机科学 2026-05-19 Dingyi Zhang , Ziqing Zhuang , Linhai Zhang , Ziyang Gao , Deyu Zhou