Mental Health

Almost Clinical: Linguistic properties of synthetic electronic health records EACL 2026 Cognitive Policy-Driven LLM for Diagnosis and Intervention of Cognitive Distortions in Emotional Support Conversation ACL 2026 Cross-Modal Guided Visual Synthesis for Data-Efficient Multimodal Depression Recognition CVPR 2026 Dash-M5H: An Interactive Dashboard for Multi-Modal, Multi-Model Mental Health Assessment ACL 2026 DialogGuard: Multi-Agent Psychosocial Safety Evaluation Interface of Sensitive LLM Responses ACL 2026 Empathy in Diversity: Personalized Depression and Anxiety Therapy via Dialogue State Tracking and Patient-Aware Planning ACL 2026 FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data ACL 2026 HOPE: Hybrid Optimized Parallel Encoding with Supervised and Unsupervised Semantic Fusion for Depression Symptom Detection ACL 2026 Leakage-Aware User-Level ADHD Signal Classification from Social Media: When Graph Aggregation Helps, and When It Does Not ACL 2026 LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models ACL 2026 Measuring What Matters!! Assessing Therapeutic Principles in Mental-Health Conversation ACL 2026 Multi-View Attention Multiple-Instance Learning Enhanced by LLM Reasoning for Cognitive Distortion Detection ACL 2026 PersonalityDBench: A Dataset for Personality Disorders - from Modeling to Controlled Generation ACL 2026 Psyche-R1: Towards Reliable Psychological LLMs through Unified Empathy, Expertise, and Reasoning ACL 2026 PUPPET: Neural-Symbolic Standardized Patients for Mental Health ACL 2026 Reasoning Is Not All You Need: Examining LLMs for Multi-Turn Mental Health Conversations ACL 2026 RECAP: Resistance Capture in Text-based Mental Health Counseling with Large Language Models CoNLL 2026 Responsible Evaluation of AI for Mental Health ACL 2026 Rethinking Depression Prediction from a Fine-Grained Subscore Modeling Perspective via Multi-Task Learning ACL 2026 S^4: Operationalizing Speech Act Theory for Strategic Semi-Structured Psychiatric Interview ACL 2026 TONY: an open-source TOolkit for Nlp in psYchology ACL 2026 A baseline for self-state identification and classification in mental health data: CLPsych 2025 Task NAACL 2025 A Cascaded Multimodal Framework for Automatic Social Communication Severity Assessment in Children with Autism Spectrum Disorder Interspeech 2025 Acoustic and Linguistic Biomarkers for Cognitive Impairment Detection from Speech Interspeech 2025 A Naturally Elicited Multimodal Stress Database and Speech Breathing Based Stress Detection Interspeech 2025