Mental Health

An interpretable speech foundation model for depression detection by revealing prediction-relevant acoustic features from long speech Interspeech 2025 AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation ACL 2025 A Novel GNN Framework Integrating Neuroimaging and Behavioral Information to Understand Adolescent Psychiatric Disorders MIDL 2025 A Preliminary Study on NLP-Based Personalized Support for Type 1 Diabetes Management NAACL 2025 Are LLMs effective psychological assessors? Leveraging adaptive RAG for interpretable mental health screening through psychometric practice ACL 2025 Assessing effective de-escalation of crisis conversations using transformer-based models and trend statistics EMNLP 2025 A Study on The Impact of Foundation Models on Automatic Depression Detection from Speech Signals Interspeech 2025 A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG NAACL 2025 AuraDial: A Large-Scale Human-Centric Dialogue Dataset for Chinese AI Psychological Counseling EMNLP 2025 AutoPsyC: Automatic Recognition of Psychodynamic Conflicts from Semi-structured Interviews with Large Language Models NAACL 2025 Bigger But Not Better: Small Neural Language Models Outperform LLMs in Detection of Thought Disorder NAACL 2025 CAMI: A Counselor Agent Supporting Motivational Interviewing through State Inference and Topic Exploration ACL 2025 Can Speech Accurately Detect Depression in Patients With Comorbid Dementia? An Approach for Mitigating Confounding Effects of Depression and Dementia Interspeech 2025 Can We Trust Machine Learning? The Reliability of Features from Open-Source Speech Analysis Tools for Speech Modeling Interspeech 2025 Can You Share Your Story? Modeling Clients’ Metacognition and Openness for LLM Therapist Evaluation ACL 2025 Capturing the Dynamics of Mental Well-Being: Adaptive and Maladaptive States in Social Media NAACL 2025 CATCH: A Novel Data Synthesis Framework for High Therapy Fidelity and Memory-Driven Planning Chain of Thought in AI Counseling EMNLP 2025 CFiCS: Graph-Based Classification of Common Factors and Microcounseling Skills NAACL 2025 CIOL at CLPsych 2025: Using Large Lanuage Models for Understanding and Summarizing Clinical Texts NAACL 2025 Comparative Evaluation of Acoustic Feature Extraction Tools for Clinical Speech Analysis Interspeech 2025 Consistent Client Simulation for Motivational Interviewing-based Counseling ACL 2025 Cross-Cultural Differences in Mental Health Expressions on Social Media NAACL 2025 Datasets for Depression Modeling in Social Media: An Overview NAACL 2025 DeepWell-Adol: A Scalable Expert-Based Dialogue Corpus for Adolescent Positive Mental Health and Wellbeing Promotion EMNLP 2025 DepMGNN: Matrixial Graph Neural Network for Video-based Automatic Depression Assessment AAAI 2025