Ni Hao/How Are You! I’m Jiayuan (Anton) MA / 马佳元!
Welcome to my personal website!
I am a first-year PhD student under Professor Jing Li’s supervision at KLC Lab of Harbin Institute of Technology (HIT) based on Shenzhen, China.
I have recently embarked on my research journey in the world of Natural Language Processing (NLP). Here is my research interest:
- From Inner Workings Towards Value Alignment; From Powerful Towards Useful.
I am grateful to my supervisor, Professor Jing Li, for his invaluable guidance and continuous encouragement. Besides, I would also like to thank Professor Chen Ling, Professor Wei Wang, Hongbin Na and Zimu Wang, for their pleasant collaboration in research and professional help during my application.
Degrees
- Ph.D. in Computer Science, Harbin Institute of Technology, 2029.06 (expected)
- M.S. in Data Science, the University of Sydney, 2025.07
- GPA: 3.25/4.00
- B.A. in Economics, the University of Sydney, 2023.12
- GPA: 3.85/4.00
Papers
(The asterisk * appearing after authors means equal contribution.)
(OSS means One-Sentence-Summary about the paper.)
- [COLING2025] [2024] Detecting Conversational Mental Manipulation with Intent-Aware Prompting
- Author: Jiayuan Ma*, Hongbin Na*, Zimu Wang, Yining Hua, Yue Liu, Wei Wang, Ling Chen
- Award: Best Short Paper, Oral
- OSS: Based on Theory of Mind as motivation, a new approach, Intent-Aware Prompting (IAP), was introduced to detect mental manipulation in dialogues, which notably reduces false negatives and improving overall performance on detection.
- [CLPsych2025] [2025] From Posts to Timelines: Modeling Mental Health Dynamics from Social Media Timelines with Hybrid LLMs
- Author: Zimu Wang*, Hongbin Na*, Rena Gao, Jiayuan Ma, Yining Hua, Ling Chen, Wei Wang
- Award: Ranked 3rd in the Shared Task
- OSS: This work proposes a hybrid large language model framework to model individual mental health dynamics by first identifying adaptive and maladaptive evidence in social media posts, and then synthetically generating user well-being scores as well as post-level and timeline-level summaries.
Internships
- 2023.12 - 2024.02, ESG Research Intern
- PwC China (Shanghai, China)
- 2023.06 - 2023.08, VC Research Intern
- Shenzhen Capital Group Co. Ltd (Shanghai, China)
- 2022.09 - 2022.12, IBD Research Intern
- China Securities Co. Ltd (Beijing, China)
- 2021.06 - 2021.07, Consulting Assistant Intern
- Capgemini Consulting (China) Co. Ltd (Hangzhou, China)
Skills
- Computing
- Python, R, STATA, MS Office
- Languages
- Chinese (Native), English (Fluent), Spanish (B1), Japanese (N4)
- Certificates
- ACCA (passed 5/13)