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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.
 MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis Xiao Sun Yuming Yang Junnan Zhu Jiang Zhong Xinyu Zhou Kaiwen Wei | |||
 ES-MemEval: Benchmarking Conversational Agents on Personalized Long-Term Emotional Support Tiantian Chen Jiaqi Lu Ying Shen Lin Zhang | |||
 Large Language Models for Mental Health: A Multilingual Evaluation Nishat Raihan Sadiya Sayara Chowdhury Puspo Ana-Maria Bucur Stevie Chancellor Marcos Zampieri | |||
 MindGuard: Guardrail Classifiers for Multi-Turn Mental Health Support António Farinhas Nuno M. Guerreiro José Pombal Pedro Henrique Martins Laura Melton Alex Conway Cara Dochat Maya DÉon Ricardo Rei | |||
 MHDash: An Online Platform for Benchmarking Mental Health-Aware AI Assistants Yihe Zhang Cheyenne N Mohawk Kaiying Han Vijay Srinivas Tida Manyu Li Xiali Hei | |||
 A Conditional Companion: Lived Experiences of People with Mental Health Disorders Using LLMs Aditya Kumar Purohit Hendrik Heuer | |||
 Like a Therapist, But Not: Reddit Narratives of AI in Mental Health Contexts Elham Aghakhani Rezvaneh Rezapour | |||
 Health-SCORE: Towards Scalable Rubrics for Improving Health-LLMs Zhichao Yang Sepehr Janghorbani Dongxu Zhang Jun Han Qian Qian Andrew Ressler II Gregory D. Lyng Sanjit Singh Batra Robert E. Tillman | |||
 TEA-Bench: A Systematic Benchmarking of Tool-enhanced Emotional Support Dialogue Agent Xingyu Sui Yanyan Zhao Yulin Hu Jiahe Guo Weixiang Zhao Bing Qin | |||
 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 Lindsay Bertrand Lames Danok Frank Rudzicz Jimmy Huang Elham Dolatabadi | |||
 Expert Evaluation and the Limits of Human Feedback in Mental Health AI Safety Testing Kiana Jafari Paul Ulrich Nikolaus Rust Duncan Eddy Robbie Fraser Nina Vasan Darja Djordjevic Akanksha Dadlani Max Lamparth Eugenia Kim Mykel Kochenderfer | |||
 Aligning Medical Conversational AI through Online Reinforcement Learning with Information-Theoretic Rewards Tanvi Verma Yang Zhou Rick Siow Mong Goh Yong Liu | |||
 PyHealth 2.0: A Comprehensive Open-Source Toolkit for Accessible and Reproducible Clinical Deep Learning John Wu Yongda Fan Zhenbang Wu Paul Landes Eric Schrock ...Jathurshan Pradeepkumar Siddhartha Laghuvarapu Junyi Gao Adam R. Cross Jimeng Sun | |||
 From Generation to Collaboration: Using LLMs to Edit for Empathy in Healthcare Man Luo Bahareh Harandizadeh Amara Tariq Halim Abbas Umar Ghaffar Christopher J Warren Segun O. Kolade Haidar M. Abdul-Muhsin | |||
 A Checklist for Trustworthy, Safe, and User-Friendly Mental Health Chatbots Shreya Haran Samiha Thatikonda Dong Whi Yoo Koustuv Saha | |||
 Responsible Evaluation of AI for Mental Health Hiba Arnaout Anmol Goel H. Andrew Schwartz Steffen T. Eberhardt Dana Atzil-Slonim ...Raj Sanjay Shah Flor Miriam Plaza-del-Arco Dirk Hovy Maria Liakata Iryna Gurevych | |||
 Do Clinical Question Answering Systems Really Need Specialised Medical Fine Tuning? Sushant Kumar Ray Gautam Siddharth Kashyap Sahil Tripathi Nipun Joshi Vijay Govindarajan Rafiq Ali Jiechao Gao Usman Naseem | |||
 Advances in LLM Reasoning Enable Flexibility in Clinical Problem-Solving Kie Shidara Preethi Prem Jonathan Kim Anna Podlasek Feng Liu Ahmed Alaa Danilo Bernardo | |||
 EmplifAI: a Fine-grained Dataset for Japanese Empathetic Medical Dialogues in 28 Emotion Labels Wan Jou She Lis Kanashiro Pereira Fei Cheng Sakiko Yahata Panote Siriaraya Eiji Aramaki | |||
 coTherapist: A Behavior-Aligned Small Language Model to Support Mental Healthcare Experts Prottay Kumar Adhikary Reena Rawat Tanmoy Chakraborty | |||
 ReGraM: Region-First Knowledge Graph Reasoning for Medical Question Answering Chaerin Lee Sohee Park Hyunsik Na Daseon Choi | |||
 Beyond Simulations: What 20,000 Real Conversations Reveal About Mental Health AI Safety Caitlin A. Stamatis Jonah Meyerhoff Richard Zhang Olivier Tieleman Matteo Malgaroli Thomas D. Hull | |||
 Empathy Applicability Modeling for General Health Queries Shan Randhawa Agha Ali Raza Kentaro Toyama Julie Hui Mustafa Naseem | |||
 An Ubuntu-Guided Large Language Model Framework for Cognitive Behavioral Mental Health Dialogue Sontaga G. Forane Absalom E. Ezugwu Kevin Igwe Karen van den Berg | |||
 mind_call: A Dataset for Mental Health Function Calling with Large Language Models Fozle Rabbi Shafi M. Anwar Hossain Salimur Choudhury | |||
 HEART: A Unified Benchmark for Assessing Humans and LLMs in Emotional Support Dialogue Laya Iyer Kriti Aggarwal Sanmi Koyejo Gail Heyman Desmond C. Ong Subhabrata Mukherjee | |||
 How Human is AI? Examining the Impact of Emotional Prompts on Artificial and Human and Responsiveness Florence Bernays Marco Henriques Pereira Jochen Menges | |||
 PsychEthicsBench: Evaluating Large Language Models Against Australian Mental Health Ethics Yaling Shen Stephanie Fong Yiwen Jiang Zimu Wang Feilong Tang ...Zhongxing Xu Jiahe Liu Jinpeng Hu Dominic Dwyer Zongyuan Ge | |||
 Towards Privacy-Preserving Mental Health Support with Large Language Models Dong Xue Jicheng Tu Ming Wang Xin Yan Fangzhou Liu Jie Hu | |||
 Reasoning Over Recall: Evaluating the Efficacy of Generalist Architectures vs. Specialized Fine-Tunes in RAG-Based Mental Health Dialogue Systems Md Abdullah Al Kafi Raka Moni Sumit Kumar Banshal | |||
 Seeking Late Night Life Lines: Experiences of Conversational AI Use in Mental Health Crisis Leah Hope Ajmani Arka Ghosh Benjamin Kaveladze Eugenia Kim Keertana Namuduri Theresa Nguyen Ebele Okoli Jessica Schleider Denae Ford Jina Suh | |||
 LENS: LLM-Enabled Narrative Synthesis for Mental Health by Aligning Multimodal Sensing with Language Models Wenxuan Xu Arvind Pillai Subigya Nepal Amanda C Collins Daniel M Mackin Michael V Heinz Tess Z Griffin Nicholas C Jacobson Andrew Campbell | |||
 Towards Explainable Conversational AI for Early Diagnosis with Large Language Models Maliha Tabassum M Shamim Kaiser | |||
 A Women's Health Benchmark for Large Language Models Victoria-Elisabeth Gruber Razvan Marinescu Diego Fajardo Amin H. Nassar Christopher Arkfeld ...Albert Botta i Orfila Irene Lagoja Kimya Tarr Haleigh Larson Mary Beth Howard | |||
 Toward expert-level motivational interviewing for health behavior improvement with LLMs Run-ze Hu Yang Yang Yi-hang Yang Jing-qi Kong Jia-hui Luo ...Jing Chen Jing-yao Liu Hui-qun Zeng Lei Zhang Zheng Liu | |||
 A Review: PTSD in Pre-Existing Medical Condition on Social MediaInternational Journal of Advanced Computer Science and Applications (IJACSA), 2025 Zaber Al Hassan Ayon Nur Hafieza Ismail Nur Shazwani Kamarudin | |||
 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 | |||
 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 | |||
 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 | |||
 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 | |||
 MedPI: Evaluating AI Systems in Medical Patient-facing InteractionsmedRxiv (medRxiv), 2025 Diego Fajardo V. Oleksii Proniakin Victoria-Elisabeth Gruber Razvan Marinescu | |||
 From Moderation to Mediation: Can LLMs Serve as Mediators in Online Flame Wars? Dawei Li Abdullah Alnaibari Muhammad Arslan Manny Sandoval Deborah Hall Yasin Silva Huan Liu | |||
 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 | |||
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