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Background: Cognitive biases in clinical decision-making significantly contribute to errors in diagnosis and suboptimal patient outcomes. Addressing these biases presents a formidable challenge in the medical field. Objective: This study…

计算与语言 · 计算机科学 2024-05-14 Yu He Ke , Rui Yang , Sui An Lie , Taylor Xin Yi Lim , Hairil Rizal Abdullah , Daniel Shu Wei Ting , Nan Liu

Large language models (LLMs) have shown promise for mental health support, yet training such models is constrained by the scarcity and sensitivity of real counseling dialogues. In this article, we present MindChat, a privacy-preserving LLM…

人工智能 · 计算机科学 2026-01-27 Dong Xue , Jicheng Tu , Ming Wang , Xin Yan , Fangzhou Liu , Jie Hu

The shortage of clinical workforce presents significant challenges in mental healthcare, limiting access to formal diagnostics and services. We aim to tackle this shortage by integrating a customized large language model (LLM) into the…

计算与语言 · 计算机科学 2025-05-02 Sichang Tu , Abigail Powers , Natalie Merrill , Negar Fani , Sierra Carter , Stephen Doogan , Jinho D. Choi

With the development of speech large language models (speech LLMs), users can now interact directly with assistants via speech. However, most existing models only convert response content into speech without fully capturing the rich…

计算与语言 · 计算机科学 2025-09-18 Haoyu Wang , Guangyan Zhang , Jiale Chen , Jingyu Li , Yuehai Wang , Yiwen Guo

The use of large language models (LLMs) for Mental Health Question Answering (MHQA) offers a promising way to alleviate shortages in mental health resources. However, prior work has mainly relied on Cognitive Behavioral Therapy (CBT) and…

计算与语言 · 计算机科学 2026-03-10 Lanqing Du , Yunong Li , YuJie Long , Shihong Chen

Effective and safe human-machine collaboration requires the regulated and meaningful exchange of emotions between humans and artificial intelligence (AI). Current AI systems based on large language models (LLMs) can provide feedback that…

计算与语言 · 计算机科学 2025-06-18 Xiuwen Wu , Hao Wang , Zhiang Yan , Xiaohan Tang , Pengfei Xu , Wai-Ting Siok , Ping Li , Jia-Hong Gao , Bingjiang Lyu , Lang Qin

The confluence of Artificial Intelligence and Computational Psychology presents an opportunity to model, understand, and interact with complex human psychological states through computational means. This paper presents a comprehensive,…

人工智能 · 计算机科学 2025-12-16 Anant Pareek

Artificial Intelligence (AI) has demonstrated significant capabilities in various fields, and in areas such as human-computer interaction (HCI), embodied intelligence, and the design and animation of virtual digital humans, both…

计算与语言 · 计算机科学 2024-11-19 Yingjie Zhou , Zicheng Zhang , Jiezhang Cao , Jun Jia , Yanwei Jiang , Farong Wen , Xiaohong Liu , Xiongkuo Min , Guangtao Zhai

Current AI counseling systems struggle with maintaining effective long-term client engagement. Through formative research with counselors and a systematic literature review, we identified five key design considerations for AI counseling…

人机交互 · 计算机科学 2025-03-28 Yuanrong Tang , Yu Kang , Yifan Wang , Tianhong Wang , Chen Zhong , Jiangtao Gong

Large language models (LLMs) have advanced the field of artificial intelligence (AI) and are a powerful enabler for interactive systems. However, they still face challenges in long-term interactions that require adaptation towards the user…

人工智能 · 计算机科学 2025-05-20 Rebecca Westhäußer , Frederik Berenz , Wolfgang Minker , Sebastian Zepf

Large Language Model (LLM)-Powered Conversational Agents have the potential to provide users with scaled behavioral healthcare support, and potentially even deliver full-scale "AI therapy'" in the future. While such agents can already…

计算与语言 · 计算机科学 2024-12-23 Robert Wasenmüller , Kevin Hilbert , Christoph Benzmüller

LLM-based agents have emerged as transformative tools capable of executing complex tasks through iterative planning and action, achieving significant advancements in understanding and addressing user needs. Yet, their effectiveness remains…

人机交互 · 计算机科学 2025-08-26 Mithat Can Ozgun , Jiahuan Pei , Koen Hindriks , Lucia Donatelli , Qingzhi Liu , Junxiao Wang

Mental health assessments are of central importance to individuals' well-being. Conventional assessment methodologies predominantly depend on clinical interviews and standardised self-report questionnaires. Nevertheless, the efficacy of…

人机交互 · 计算机科学 2025-10-22 Yixue Cai , Xiyan Su , Dongpeng Yao , Rongduo Han , Nan Gao , Haining Zhang

Large Language Models (LLMs) have demonstrated remarkable capabilities in reasoning and generation, serving as the foundation for advanced persona simulation and Role-Playing Language Agents (RPLAs). However, achieving authentic alignment…

计算与语言 · 计算机科学 2026-04-20 Xintao Wang , Jian Yang , Weiyuan Li , Rui Xie , Jen-tse Huang , Jun Gao , Shuai Huang , Yueping Kang , Yuanli Gou , Hongwei Feng , Yanghua Xiao

We present Tell Me, a mental well-being system that leverages advances in large language models to provide accessible, context-aware support for users and researchers. The system integrates three components: (i) a retrieval-augmented…

计算与语言 · 计算机科学 2025-11-19 Trishala Jayesh Ahalpara

Recent advancements in Large Language Models (LLMs) have significantly enhanced conversational agents, making them applicable to various fields (e.g., education, entertainment). Despite their progress, the evaluation of the agents often…

计算与语言 · 计算机科学 2025-09-29 Jiho Kim , Woosog Chay , Hyeonji Hwang , Daeun Kyung , Hyunseung Chung , Eunbyeol Cho , Yeonsu Kwon , Yohan Jo , Edward Choi

The proliferation of Large Language Models (LLMs) and Intelligent Virtual Agents acting as psychotherapists presents significant opportunities for expanding mental healthcare access. However, their deployment has also been linked to serious…

计算与语言 · 计算机科学 2025-09-23 Ian Steenstra , Timothy W. Bickmore

Given the exponential advancement in AI technologies and the potential escalation of harmful effects from recommendation systems, it is crucial to simulate and evaluate these effects early on. Doing so can help prevent possible damage to…

社会与信息网络 · 计算机科学 2025-02-04 Ljubisa Bojic , Zorica Dodevska , Yashar Deldjoo , Nenad Pantelic

Existing depression screening predominantly relies on standardized questionnaires (e.g., PHQ-9, BDI), which suffer from high misdiagnosis rates (18-34% in clinical studies) due to their static, symptom-counting nature and susceptibility to…

神经元与认知 · 定量生物学 2025-04-24 Zhenguang Zhong , Zhixuan Wang

Recent advances in Large Language Models (LLMs) have highlighted the need for robust, comprehensive, and challenging benchmarks. Yet, research on evaluating their Emotional Intelligence (EI) is considerably limited. Existing benchmarks have…