Psychological Assessments with Large Language Models: A Privacy-Focused and Cost-Effective Approach
Harvard-Smithsonian Center for Astrophysics（哈佛-史密森尼天体物理中心）；Laboratoire de Recherche en Neuroimagerie（神经成像研究实验室）；University Hospital (CHUV)（洛桑大学医院）；University of Lausanne (UNIL)（洛桑大学）
Sergi Blanco-Cuaresma
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Accepted to the Workshop on Computational Linguistics and Clinical Psychology (CLPsych) at EACL 2024
This study explores the use of Large Language Models (LLMs) to analyze text comments from Reddit users, aiming to achieve two primary objectives: firstly, to pinpoint critical excerpts that support a predefined psychological assessment of suicidal risk; and secondly, to summarize the material to substantiate the preassigned suicidal risk level. The work is circumscribed to the use of "open-source" LLMs that can be run locally, thereby enhancing data privacy. Furthermore, it prioritizes models with low computational requirements, making it accessible to both individuals and institutions operating on limited computing budgets. The implemented strategy only relies on a carefully crafted prompt and a grammar to guide the LLM's text completion. Despite its simplicity, the evaluation metrics show outstanding results, making it a valuable privacy-focused and cost-effective approach. This work is part of the Computational Linguistics and Clinical Psychology (CLPsych) 2024 shared task.
PsychēChat: An Empathic Framework Focused on Emotion Shift Tracking and Safety Risk Analysis in Psychological Counseling
East China University of Science and Technology（东华大学）；Shanghai Changning Mental Health Center, Affiliated Mental Health Center of East China Normal University（上海昌宁心理健康中心，华东师范大学附属心理健康中心）
KokoroChat: A Japanese Psychological Counseling Dialogue Dataset Collected via Role-Playing by Trained Counselors
The University of Electro-Communications（电通通讯大学）；Rapport Technologies, Inc.（Rapport技术公司）；iDEAR Human Support Service（iDEAR人类支持服务）；Japanese Organization of Mental Health and Educational Agencies（日本心理健康与教育机构联合会）
Evaluating the Efficacy of Interactive Language Therapy Based on LLM for High-Functioning Autistic Adolescent Psychological Counseling
Branksome Hall Asia（亚洲布兰克森霍尔学院）；Algorix Convergence Research Office（Algorix融合研究室）；Korea Science Academy of KAIST（韩国科学技术院附属韩国科学英才学校）；Hana Academy Seoul（首尔汉拿学院）
UKP Lab, Department of Computer Science and Hessian Center for AI (hessian.AI), Technische Universität Darmstadt（德国达姆施塔特技术大学UKP实验室、计算机科学系和海森人工智能中心（hessian.AI））；Zuse School ELIZA（Zuse学院ELIZA）；National Research Center for Applied Cybersecurity ATHENE（应用网络安全国家研究中心ATHENE）；Indian Institute of Technology Delhi（印度德里理工学院）；Yardi School of Artificial Intelligence（Yardi人工智能学院）；University of Louisville（路易斯维尔大学）；University of Toledo（托莱多大学）
MoPHES:Leveraging on-device LLMs as Agent for Mobile Psychological Health Evaluation and Support
School of Software Engineering, Jiangxi University of Science and Technology（江西科技理工大学软件工程学院）；School of Computer Science, Shenzhen University（深圳大学计算机科学学院）
EmoStage: A Framework for Accurate Empathetic Response Generation via Perspective-Taking and Phase Recognition
The University of Electro-Communications（电气通信大学）；iDEAR Human Support Service（iDEAR人类支持服务）；Japanese Organization of Mental Health and Educational Agencies（日本心理健康与教育机构组织）
Chinese MentalBERT: Domain-Adaptive Pre-training on Social Media for Chinese Mental Health Text Analysis
School of Software Engineering, Beijing University of Technology（北京工业大学软件学院）；School of Nursing, Wuhan University（武汉大学护理学院）；Sorbonne Université（索邦大学）；CNRS（法国国家科学研究中心）；Inria（法国国家信息与自动化研究所）；Inserm（法国国家健康与医学研究院）；AP-HP（巴黎公共医疗集团）；Hôpital de la Pitié-Salpêtrière（皮蒂-萨尔皮特里医院）
MAGneT: Coordinated Multi-Agent Generation of Synthetic Multi-Turn Mental Health Counseling Sessions
Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science and Hessian Center for AI (hessian.AI), Technische Universität Darmstadt（德累斯顿技术大学计算机科学系、普遍知识处理实验室（UKP Lab）、黑森人工智能中心（hessian.AI））；National Research Center for Applied Cybersecurity ATHENE, Germany（应用网络安全国家研究中心ATHENE，德国）；Department of Electrical Engineering, Indian Institute of Technology Delhi, India（印度德里印度理工学院电气工程系）；Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, India（印度德里印度理工学院人工智能学院）
AI Delegates with a Dual Focus: Ensuring Privacy and Strategic Self-Disclosure
State Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学）；Beijing Institute for General Artificial Intelligence (BIGAI), China（北京通用人工智能研究院）；Microsoft, China/USA（微软公司）；Beijing Normal University, China（北京师范大学）
An Offline Mobile Conversational Agent for Mental Health Support: Learning from Emotional Dialogues and Psychological Texts with Student-Centered Evaluation
Department of Electrical Engineering and Computer Science, Indian Institute of Science Education and Research Bhopal（电子工程与计算机科学系，比哈尔印度科学教育与研究中心）
