Publications

From Posts to Timelines: Modeling Mental Health Dynamics from Social Media Timelines with Hybrid LLMs

Zimu Wang*, Hongbin Na*, Rena Gao, Jiayuan Ma, Yining Hua, Ling Chen, Wei Wang

CLPsych@NAACL 2025

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A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions

Hongbin Na*, Yining Hua*, Zimu Wang*, Tao Shen, Beibei Yu, Lilin Wang, Wei Wang, John Torous, Ling Chen

ACL 2025

PDF Bibtex arXiv: 2502.11095

Hazards in Daily Life? Enabling Robots to Proactively Detect and Resolve Anomalies

Zirui Song*, Guangxian Ouyang*, Meng Fang*, Hongbin Na, Zijing Shi, Zhenhao Chen, Yujie Fu, Zeyu Zhang, Shiyu Jiaying, Miao Fang, Ling Chen, Xiuying Chen

NAACL 2025

PDF Bibtex arXiv: 2411.00781

Detecting Conversational Mental Manipulation with Intent-Aware Prompting

Jiayuan Ma*, Hongbin Na*, Zimu Wang, Yining Hua, Yue Liu, Wei Wang, Ling Chen

COLING 2025

Best Short Paper Award

PDF Code Bibtex arXiv: 2412.08414

A Scoping Review of Large Language Models for Generative Tasks in Mental Health Care

Yining Hua, Hongbin Na, Zehan Li, Fenglin Liu, Xiao Fang, David Clifton, John Torous

npj Digital Medicine 2025

PDF Bibtex arXiv: 2408.11288

MineAgent: Towards Remote-Sensing Mineral Exploration with Multimodal Large Language Models

Beibei Yu, Tao Shen, Hongbin Na, Ling Chen, Denqi Li

PDF Bibtex arXiv: 2412.17339

Guardians of Discourse: Evaluating LLMs on Multilingual Offensive Language Detection

Jianfei He, Lilin Wang, Jiaying Wang, Zhenyu Liu, Hongbin Na, Zimu Wang, Wei Wang, Qi Chen

IEEE UIC 2024

PDF Bibtex arXiv: 2410.15623

Multi-Session Client-Centered Treatment Outcome Evaluation in Psychotherapy

Hongbin Na, Tao Shen, Shumao Yu, Ling Chen

PDF Bibtex arXiv: 2410.05824

Large Language Models in Mental Health Care: A Scoping Review

Yining Hua, Fenglin Liu, Kailai Yang, Zehan Li, Hongbin Na, Yi-han Sheu, Peilin Zhou, Lauren V Moran, Sophia Ananiadou, David Clifton, Andrew Beam, John Torous

PDF Bibtex arXiv: 2401.02984

Rethinking Human-like Translation Strategy: Integrating Drift-Diffusion Model with Large Language Models for Machine Translation

Hongbin Na, Zimu Wang, Mieradilijiang Maimaiti, Tong Chen, Wei Wang, Tao Shen, Ling Chen

PDF Bibtex arXiv: 2402.10699

CBT-LLM: A Chinese Large Language Model for Cognitive Behavioral Therapy-based Mental Health Question Answering

Hongbin Na

LREC-COLING 2024

PDF Bibtex arXiv: 2403.16008

Attention-Based Multimodal Bilinear Feature Fusion for Lung Cancer Survival Analysis

Hongbin Na*, Lilin Wang*, Xinyao Zhuang, Jianfei He, Zhenyu Liu, Zimu Wang, Hong-Seng Gan

IEEE BIBE 2023

PDF Bibtex