Mental Health

ImpliHateVid: A Benchmark Dataset and Two-stage Contrastive Learning Framework for Implicit Hate Speech Detection in Videos ACL 2025 In-context learning capabilities of Large Language Models to detect suicide risk among adolescents from speech transcripts Interspeech 2025 Just a Scratch: Enhancing LLM Capabilities for Self-harm Detection through Intent Differentiation and Emoji Interpretation ACL 2025 Knowledge-Infused Learning for Developing a Mental Health Diagnostic Copilot in Healthcare Systems AAAI 2025 KnowMDD: Knowledge-guided Cross Contrastive Learning for Major Depressive Disorder Diagnosis IJCAI 2025 Language-Agnostic Suicidal Risk Detection Using Large Language Models Interspeech 2025 Leveraging Large Language Models for Spontaneous Speech-Based Suicide Risk Detection Interspeech 2025 Leveraging Ordinal Information for Speech-based Depression Classification Interspeech 2025 Leveraging Text and Speech Processing for Suicide Risk Classification in Chinese Adolescents Interspeech 2025 Linking Language-based Distortion Detection to Mental Health Outcomes NAACL 2025 Long-Term Development of Attitudes towards Schizophrenia and Depression in Scientific Abstracts ACL 2025 Loose Social-Interaction Recognition in Real-World Therapy Scenarios WACV 2025 M3L: A Multi-Modal and Multi-Lingual Depression Detection Framework Interspeech 2025 MADUV: The 1st INTERSPEECH Mice Autism Detection via Ultrasound Vocalization Challenge Interspeech 2025 MDD-5k: A New Diagnostic Conversation Dataset for Mental Disorders Synthesized via Neuro-Symbolic LLM Agents AAAI 2025 Measuring Mental Health Variables in Computational Research: Toward Validated, Dimensional, and Transdiagnostic Approaches NAACL 2025 MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media EMNLP 2025 Mental-Perceiver: Audio-Textual Multi-Modal Learning for Estimating Mental Disorders AAAI 2025 Metamo: Empowering Large Language Models with Psychological Distortion Detection for Cognition-aware Coaching EMNLP 2025 MIRROR: Multimodal Cognitive Reframing Therapy for Rolling with Resistance EMNLP 2025 Multimodal Biomarkers for Schizophrenia: Towards Individual Symptom Severity Estimation Interspeech 2025 Multimodal Interpretable Depression Analysis using Visual Physiological Audio and Textual Data WACV 2025 Multimodal Speech, Language and Orofacial Analysis for Remote Assessment of Positive, Negative and Cognitive Symptoms in Schizophrenia Interspeech 2025 Multi-to-Single: Reducing Multimodal Dependency in Emotion Recognition Through Contrastive Learning AAAI 2025 Network of acoustic characteristics for the automatic detection of suicide risk from speech. Contribution to the 2025 SpeechWellness challenge by the Semawave team Interspeech 2025