AI for Mental Health

AI4MH

AI for Mental Health refers to the application of artificial intelligence techniques to improve mental health care. This includes using AI for diagnosis, treatment recommendations, and monitoring mental health conditions.

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MentraSuite: Post-Training Large Language Models for Mental Health Reasoning and Assessment Mengxi Xiao Kailai Yang Pengde Zhao Enze Zhang Ziyan Kuang ... Lianting Huang Jinpeng Hu Min Peng Qianqian Xie Sophia Ananiadou AI4MH LRM 16 0 0 10 Dec 2025
Monitoring Deployed AI Systems in Health Care Timothy Keyes Alison Callahan Abby S. Pandya Nerissa Ambers Juan M. Banda ... Nikesh Kotecha Anurang Revri Michael A. Pfeffer Nigam H. Shah Sneha S. Jain AI4TS AI4MH 60 0 0 09 Dec 2025
Optimizing Medical Question-Answering Systems: A Comparative Study of Fine-Tuned and Zero-Shot Large Language Models with RAG Framework Tasnimul Hassan Md Faisal Karim Haziq Jeelani Elham Behnam Robert Green Fayeq Jeelani Syed LM&MA AI4MH 100 0 0 05 Dec 2025
Training and Evaluation of Guideline-Based Medical Reasoning in LLMs Michael Staniek Artem Sokolov Stefan Riezler AI4TS AI4MH 152 0 0 03 Dec 2025
Menta: A Small Language Model for On-Device Mental Health Prediction Tianyi Zhang Xiangyuan Xue Lingyan Ruan Shiya Fu Feng Xia Simon DÁlfonso Vassilis Kostakos Ting Dang Hong Jia AI4MH 184 0 0 02 Dec 2025
From Moderation to Mediation: Can LLMs Serve as Mediators in Online Flame Wars? Dawei Li Abdullah Alnaibari Arslan Bisharat Manny Sandoval Deborah Hall Yasin Silva Huan Liu AI4MH 20 0 0 02 Dec 2025
Generalist Large Language Models Outperform Clinical Tools on Medical Benchmarks Krithik Vishwanath Mrigayu Ghosh Anton Alyakin Daniel Alexander Alber Yindalon Aphinyanaphongs Eric Karl Oermann LM&MA ELM AI4MH 85 0 0 01 Dec 2025
First, do NOHARM: towards clinically safe large language models David Wu Fateme Nateghi Haredasht Saloni Kumar Maharaj Priyank Jain Jessica Tran ... Jason Hom Arnold Milstein Adam Rodman Jonathan H. Chen Ethan Goh LM&MA ELM AI4MH 93 0 0 01 Dec 2025
A Comparison of Human and ChatGPT Classification Performance on Complex Social Media Data Breanna E. Green Ashley L. Shea Pengfei Zhao Drew B. Margolin AI4MH 60 0 0 29 Nov 2025
Simulated Self-Assessment in Large Language Models: A Psychometric Approach to AI Self-Efficacy Daniel I Jackson Emma L Jensen Syed-Amad Hussain Emre Sezgin AI4MH ELM 203 0 0 25 Nov 2025
Human-computer interactions predict mental health Veith Weilnhammer Jefferson Ortega David Whitney AI4MH 28 0 0 25 Nov 2025
MindEval: Benchmarking Language Models on Multi-turn Mental Health Support José P. Pombal Maya DÉon Nuno M. Guerreiro Pedro Henrique Martins António Farinhas Ricardo Rei AI4MH ALM ELM 284 0 0 23 Nov 2025
PeerCoPilot: A Language Model-Powered Assistant for Behavioral Health Organizations Gao Mo Naveen Raman Megan Chai Cindy Peng Shannon Pagdon Nev Jones Hong Shen Peggy Swarbrick Fei Fang AI4MH 58 0 0 19 Nov 2025
Automated Construction of Medical Indicator Knowledge Graphs Using Retrieval Augmented Large Language Models Zhengda Wang D. Shi Jingyi Zhao Xiaolei Diao Xiongfeng Tang Yanguo Qin AI4MH 60 0 0 17 Nov 2025
Human-Level and Beyond: Benchmarking Large Language Models Against Clinical Pharmacists in Prescription Review Yan Yang Mouxiao Bian Peiling Li Bingjian Wen Ruiyao Chen ... Pengcheng Chen Bing Han Jie Xu Kaifeng Qiu Junyan Wu LM&MA ELM AI4MH 231 0 0 17 Nov 2025
Generalist Foundation Models Are Not Clinical Enough for Hospital Operations L. Jiang Angelica Chen Xu Han Xujin C. Liu Radhika Dua ... Jaden Stryker Jin Vivian Lee Yindalon Aphinyanaphongs K. Cho Eric Oermann LM&MA AI4MH 294 1 0 17 Nov 2025
Can Large Language Models Function as Qualified Pediatricians? A Systematic Evaluation in Real-World Clinical Contexts Siyu Zhu Mouxiao Bian Yue Xie Yongyu Tang Zhikang Yu Tianbin Li Pengcheng Chen Bing Han Jie Xu Xiaoyan Dong LM&MA ELM AI4MH 172 0 0 17 Nov 2025
On the Security and Privacy of AI-based Mobile Health Chatbots Samuel Wairimu Leonardo Horn Iwaya AI4MH 114 0 0 15 Nov 2025
Context-Emotion Aware Therapeutic Dialogue Generation: A Multi-component Reinforcement Learning Approach to Language Models for Mental Health Support Eric Hua Qing Zhang Julia Ive OffRL AI4MH 36 0 0 14 Nov 2025
MindSET: Advancing Mental Health Benchmarking through Large-Scale Social Media Data Saad Mankarious Ayah Zirikly Daniel Wiechmann E. Kerz Edward Kempa Yu Qiao AI4MH 106 0 0 14 Nov 2025
Social Media for Mental Health: Data, Methods, and FindingsLecture Notes in Social Networks (LNSN), 2025 Nur Shazwani Kamarudin Ghazaleh Beigi Lydia Manikonda Huan Liu AI4MH 269 7 0 11 Nov 2025
Evaluating LLMs for Anxiety, Depression, and Stress Detection Evaluating Large Language Models for Anxiety, Depression, and Stress Detection: Insights into Prompting Strategies and Synthetic Data Mihael Arcan David-Paul Niland AI4MH 328 0 0 10 Nov 2025
A Super-Learner with Large Language Models for Medical Emergency Advising Sergey K. Aityan Abdolreza Mosaddegh Rolando Herrero Haitham Tayyar Jiang Han ... Manuel Mersini Rita Lazzaro Mario Balzaneli Nicola Iacovazzo Ciro Gargiulo Isacco LM&MA ELM AI4MH 368 0 0 05 Nov 2025
Large language models require a new form of oversight: capability-based monitoring Katherine C. Kellogg Bingyang Ye Yifan Hu G. Savova Byron Wallace Danielle S. Bitterman ALM ELM AI4MH 201 1 0 05 Nov 2025
CARMA: Comprehensive Automatically-annotated Reddit Mental Health Dataset for Arabic Saad Mankarious Ayah Zirikly AI4MH 213 1 0 05 Nov 2025
Building a Silver-Standard Dataset from NICE Guidelines for Clinical LLMs Qing Ding Eric Hua Qing Zhang Felix Jozsa Julia Ive LM&MA AI4MH ELM 227 0 0 02 Nov 2025
multiMentalRoBERTa: A Fine-tuned Multiclass Classifier for Mental Health Disorder K M Sajjadul Islam John Fields Praveen Madiraju AI4MH 107 0 0 01 Nov 2025
Patient-Centered Summarization Framework for AI Clinical Summarization: A Mixed-Methods Design Maria Lizarazo Jimenez Ana Gabriela Claros Kieran Green D. Toro-Tobón Felipe Larios ... Misk Al Zahidy Saturnino Luz Mirella Lapata J. Brito Oscar J. Ponce-Ponte LM&MA AI4MH 269 0 0 31 Oct 2025
Standardization of Psychiatric Diagnoses -- Role of Fine-tuned LLM Consortium and OpenAI-gpt-oss Reasoning LLM Enabled Decision Support System Eranga Bandara Ross Gore Atmaram Yarlagadda Anita H. Clayton Preston Samuel Christopher Rhea Sachin Shetty AI4MH 104 2 0 29 Oct 2025
Do Chatbots Walk the Talk of Responsible AI? Susan Ariel Aaronson Michael Moreno SILM AI4MH 339 0 0 28 Oct 2025
From Detection to Discovery: A Closed-Loop Approach for Simultaneous and Continuous Medical Knowledge Expansion and Depression Detection on Social Media S. Geng Wenli Zhang Jiaheng Xie Rui Wang Sudha Ram AI4MH 144 0 0 23 Oct 2025
ChatGPT Unveils Its Limits: Principles of Law Deliver Checkmate Marianna Molinari Ilaria Angela Amantea Marinella Quaranta Guido Governatori AILaw ELM AI4MH 208 0 0 22 Oct 2025
Evaluating ChatGPT's Performance in Classifying Pneumonia from Chest X-Ray Images Pragna Prahallad Pranathi Prahallad LM&MA AI4MH LRM 290 0 0 22 Oct 2025
The Cost-Benefit of Interdisciplinarity in AI for Mental Health Katerina Drakos Eva Paraschou Simay Toplu Line H. Clemmensen Christoph Lütge N. Lønfeldt Sneha Das AI4MH 92 0 0 21 Oct 2025
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 Lindsay Bertrand Lames Danok Jimmy Xiangji Huang Frank Rudzicz Elham Dolatabadi AI4MH ELM 108 4 0 21 Oct 2025
IMB: An Italian Medical Benchmark for Question Answering Antonio Romano Giuseppe Riccio Mariano Barone Marco Postiglione V. Moscato AI4MH 159 0 0 21 Oct 2025
SARHAchat: An LLM-Based Chatbot for Sexual and Reproductive Health Counseling Jiaye Yang Xinyu Zhao Tianlong Chen Kandyce Brennan AI4MH 103 0 0 17 Oct 2025
VERA-MH Concept Paper Luca Belli Kate Bentley Will Alexander Emily Ward Matt Hawrilenko Kelly Johnston Mill Brown Adam Chekroud AI4MH 187 1 0 17 Oct 2025
MoPHES:Leveraging on-device LLMs as Agent for Mobile Psychological Health Evaluation and Support Xun Wei Pukai Zhou Zeyu Wang AI4MH 128 0 0 17 Oct 2025
Generalist vs Specialist Time Series Foundation Models: Investigating Potential Emergent Behaviors in Assessing Human Health Using PPG Signals Saurabh Kataria Yi Wu Zhaoliang Chen Hyunjung Gloria Kwak Yuhao Xu ... C. Jabaley Tim Buchman Sivasubramanium V Bhavani Randall J Lee Xiao Hu AI4TS AI4MH LM&MA 160 0 0 16 Oct 2025
AI-Powered Early Diagnosis of Mental Health Disorders from Real-World Clinical Conversations Jianfeng Zhu Julina Maharjan Xinyu Li Karin G. Coifman Hailong Jiang AI4MH 92 0 0 16 Oct 2025
Cardi-GPT: An Expert ECG-Record Processing ChatbotSoutheastCon (SoutheastCon), 2025 Koustav Mallick Neel Singh Mohammedreza Hajiarbabi AI4MH LM&MA 259 1 0 14 Oct 2025
An AI-Based Behavioral Health Safety Filter and Dataset for Identifying Mental Health Crises in Text-Based Conversations Benjamin W. Nelson Celeste Wong Matthew T. Silvestrini Sooyoon Shin Alanna Robinson Jessica Lee E. Yang John Torous Andrew Trister AI4MH 100 0 0 14 Oct 2025
Are Large Language Models Effective Knowledge Graph Constructors? R. Chen Weifeng Jiang Chengwei Qin Bo Xiong Fiona Liausvia Dongkyu Choi Boon Kiat Quek AI4MH 104 0 0 13 Oct 2025
Medical Interpretability and Knowledge Maps of Large Language Models Razvan Marinescu Victoria-Elisabeth Gruber Diego Fajardo FAtt AI4MH 154 0 0 13 Oct 2025
Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation Jiaying Wu Zihang Fu Haonan Wang Fanxiao Li Min-Yen Kan AI4MH 125 2 0 13 Oct 2025
How AI Companionship Develops: Evidence from a Longitudinal Study Angel Hsing-Chi Hwang Fiona Li Jacy Reese Anthis Hayoun Noh AI4MH 130 1 0 11 Oct 2025
AI Knowledge Assist: An Automated Approach for the Creation of Knowledge Bases for Conversational AI Agents Md Tahmid Rahman Laskar Julien Bouvier Tremblay Xue-Yong Fu Cheng Chen Shashi Bhushan TN RALM AI4MH 124 0 0 09 Oct 2025
A Case for Leveraging Generative AI to Expand and Enhance Training in the Provision of Mental Health Services Hannah R. Lawrence Shannon Wiltsey Stirman Samuel Dorison Taedong Yun Megan Jones Bell AI4MH 116 0 0 08 Oct 2025
When LLMs Can't Help: Real-World Evaluation of LLMs in Nutrition Karen Jia-Hui Li Simone Balloccu Ondrej Dusek Ehud Reiter AI4MH 109 0 0 07 Oct 2025

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