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Mental Health

295 directly classified papers

Papers per year

Papers

Do Large Language Models Align with Core Mental Health Counseling Competencies? NAACL 2025
Using Linguistic Entrainment to Evaluate Large Language Models for Use in Cognitive Behavioral Therapy NAACL 2025
Cross-Cultural Differences in Mental Health Expressions on Social Media NAACL 2025
A Preliminary Study on NLP-Based Personalized Support for Type 1 Diabetes Management NAACL 2025
AutoPsyC: Automatic Recognition of Psychodynamic Conflicts from Semi-structured Interviews with Large Language Models NAACL 2025
The Emotional Spectrum of LLMs: Leveraging Empathy and Emotion-Based Markers for Mental Health Support NAACL 2025
Enhancing Depression Detection via Question-wise Modality Fusion NAACL 2025
Linking Language-based Distortion Detection to Mental Health Outcomes NAACL 2025
Measuring Mental Health Variables in Computational Research: Toward Validated, Dimensional, and Transdiagnostic Approaches NAACL 2025
Bigger But Not Better: Small Neural Language Models Outperform LLMs in Detection of Thought Disorder NAACL 2025
CFiCS: Graph-Based Classification of Common Factors and Microcounseling Skills NAACL 2025
Datasets for Depression Modeling in Social Media: An Overview NAACL 2025
MIRROR: Multimodal Cognitive Reframing Therapy for Rolling with Resistance EMNLP 2025
Socratic Reasoning Improves Positive Text Rewriting NAACL 2025
Synthetic Empathy: Generating and Evaluating Artificial Psychotherapy Dialogues to Detect Empathy in Counseling Sessions NAACL 2025
A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG NAACL 2025
Using LLMs to Aid Annotation and Collection of Clinically-Enriched Data in Bipolar Disorder and Schizophrenia NAACL 2025
Overview of the CLPsych 2025 Shared Task: Capturing Mental Health Dynamics from Social Media Timelines NAACL 2025
A baseline for self-state identification and classification in mental health data: CLPsych 2025 Task NAACL 2025
Capturing the Dynamics of Mental Well-Being: Adaptive and Maladaptive States in Social Media NAACL 2025
CIOL at CLPsych 2025: Using Large Lanuage Models for Understanding and Summarizing Clinical Texts NAACL 2025
From Evidence Mining to Meta-Prediction: a Gradient of Methodologies for Task-Specific Challenges in Psychological Assessment NAACL 2025
From Posts to Timelines: Modeling Mental Health Dynamics from Social Media Timelines with Hybrid LLMs NAACL 2025
Prompt Engineering for Capturing Dynamic Mental Health Self States from Social Media Posts NAACL 2025
Loose Social-Interaction Recognition in Real-World Therapy Scenarios WACV 2025