Computation and Language · Computer Science
MentalBench: A DSM-Grounded Benchmark for Evaluating Psychiatric Diagnostic Capability of Large Language Models
Hoyun Song, Migyeong Kang, Jisu Shin, Jihyun Kim +6
2026-05-19
Machine Learning · Computer Science
MDD-Thinker: Towards Large Reasoning Models for Major Depressive Disorder Diagnosis
Yuyang Sha, Hongxin Pan, Gang Luo, Caijuan Shi +2
2025-09-30
Social and Information Networks · Computer Science
Leveraging LLMs for Mental Health: Detection and Recommendations from Social Discussions
Vaishali Aggarwal, Sachin Thukral, Krushil Patel, Arnab Chatterjee
2025-03-04
Computation and Language · Computer Science
MentraSuite: Post-Training Large Language Models for Mental Health Reasoning and Assessment
Mengxi Xiao, Kailai Yang, Pengde Zhao, Enze Zhang +9
2025-12-17
Computation and Language · Computer Science
A Layered Multi-Expert Framework for Long-Context Mental Health Assessments
Jinwen Tang, Qiming Guo, Wenbo Sun, Yi Shang
2025-09-22
Computation and Language · Computer Science
Beyond Empathy: Integrating Diagnostic and Therapeutic Reasoning with Large Language Models for Mental Health Counseling
He Hu, Yucheng Zhou, Juzheng Si, Qianning Wang +5
2025-11-04
Computation and Language · Computer Science
OMIND: Framework for Knowledge Grounded Finetuning and Multi-Turn Dialogue Benchmark for Mental Health LLMs
Suraj Racha, Prashant Harish Joshi, Utkarsh Maurya, Nitin Yadav +5
2026-03-27
Computation and Language · Computer Science
Large Language Models in Mental Health Care: a Scoping Review
Yining Hua, Fenglin Liu, Kailai Yang, Zehan Li +8
2025-07-14
Human-Computer Interaction · Computer Science
Trustworthy AI Psychotherapy: Multi-Agent LLM Workflow for Counseling and Explainable Mental Disorder Diagnosis
Mithat Can Ozgun, Jiahuan Pei, Koen Hindriks, Lucia Donatelli +2
2025-08-26
Computation and Language · Computer Science
PsycoLLM: Enhancing LLM for Psychological Understanding and Evaluation
Jinpeng Hu, Tengteng Dong, Luo Gang, Hui Ma +5
2024-12-09
Computation and Language · Computer Science
SMHD: A Large-Scale Resource for Exploring Online Language Usage for Multiple Mental Health Conditions
Arman Cohan, Bart Desmet, Andrew Yates, Luca Soldaini +2
2018-07-12
Artificial Intelligence · Computer Science
MLlm-DR: Towards Explainable Depression Recognition with MultiModal Large Language Models
Wei Zhang, Juan Chen, En Zhu, Wenhong Cheng +2
2026-03-19
Computation and Language · Computer Science
Are LLMs effective psychological assessors? Leveraging adaptive RAG for interpretable mental health screening through psychometric practice
Federico Ravenda, Seyed Ali Bahrainian, Andrea Raballo, Antonietta Mira +1
2025-06-03
Computation and Language · Computer Science
Large Language Models for Mental Health Diagnostic Assessments: Exploring The Potential of Large Language Models for Assisting with Mental Health Diagnostic Assessments -- The Depression and Anxiety Case
Kaushik Roy, Harshul Surana, Darssan Eswaramoorthi, Yuxin Zi +3
2025-01-03
Human-Computer Interaction · Computer Science
MindfulDiary: Harnessing Large Language Model to Support Psychiatric Patients' Journaling
Taewan Kim, Seolyeong Bae, Hyun Ah Kim, Su-woo Lee +3
2024-02-23
Artificial Intelligence · Computer Science
Assessing the Quality of Mental Health Support in LLM Responses through Multi-Attribute Human Evaluation
Abeer Badawi, Md Tahmid Rahman Laskar, Elahe Rahimi, Sheri Grach +5
2026-01-27
Computation and Language · Computer Science
Survey and Experiments on Mental Disorder Detection via Social Media: From Large Language Models and RAG to Agents
Zhuohan Ge, Darian Li, Yubo Wang, Nicole Hu +9
2025-12-23
Information Retrieval · Computer Science
Large Language Model Distilling Medication Recommendation Model
Qidong Liu, Xian Wu, Xiangyu Zhao, Yuanshao Zhu +3
2025-01-28
Computation and Language · Computer Science
When Can We Trust LLMs in Mental Health? Large-Scale Benchmarks for Reliable LLM Evaluation
Abeer Badawi, Elahe Rahimi, Md Tahmid Rahman Laskar, Sheri Grach +5
2025-10-23
Computation and Language · Computer Science
Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning
Zhuang Chen, Guanqun Bi, Wen Zhang, Jiawei Hu +4
2025-08-07
Computers and Society · Computer Science
Large Language Model for Mental Health: A Systematic Review
Zhijun Guo, Alvina Lai, Johan Hilge Thygesen, Joseph Farrington +2
2024-08-14
Computation and Language · Computer Science
TrustMH-Bench: A Comprehensive Benchmark for Evaluating the Trustworthiness of Large Language Models in Mental Health
Zixin Xiong, Ziteng Wang, Haotian Fan, Xinjie Zhang +1
2026-03-04
Computation and Language · Computer Science
COGNET-MD, an evaluation framework and dataset for Large Language Model benchmarks in the medical domain
Dimitrios P. Panagoulias, Persephone Papatheodosiou, Anastasios P. Palamidas, Mattheos Sanoudos +3
2024-05-20