I am a PhD student at Department of Computing, The Hong Kong Polytechnic University, fortunately advised by Prof. Maggie Wenjie Li.
I am interested in Conversational AI and Clinical Natural Language Processing (Clinical NLP). Recently, I focus on the following topics:
- Interpretable Medical Dialogue Systems involving diagnosis, prescriptions, concultations, etc. I am committed to enabling machines to function as reliable and trustworthy clinicians;
- Radiology Report Generation;
- Other applications empowered by Large Language Models (LLMs). My focus lies on reasoning and alignment.
Recent News
[Collaboration] If you’re interested in collaborating for your research projects, don’t hesitate to get in touch with me. Beyond my current research interests, I am also eager to delve into unconventional and less-explored areas in research. I welcome the opportunity to explore new challenges and ideas together!
[Dec 2023] I will attend the EMNLP 2023 conference in Singapore.
[Oct 2023] Our paper RECAP has been accepted by EMNLP 2023 Findings.
[May 2023] Our paper ORGAN and DFMed have been accepted by ACL 2023 Main proceedings and Findings.
Publications
* indicates equal contribution.
ICON: Improving Inter-Report Consistency of Radiology Report Generation via Lesion-aware Mix-up Augmentation
Wenjun Hou, Yi Cheng*, Kaishuai Xu*, Yan Hu, Wenjie Li, Jiang Liu
[paper] [code]
Medical Dialogue Generation via Intuitive-then-Analytical Differential Diagnosis
Kaishuai Xu, Wenjun Hou, Yi Cheng, Jian Wang, Wenjie Li
[paper]
RECAP: Towards Precise Radiology Report Generation via Dynamic Disease Progression Reasoning
Wenjun Hou, Yi Cheng*, Kaishuai Xu*, Wenjie Li, Jiang Liu
EMNLP 2023 Findings
[paper] [code]
Medical Dialogue Generation via Dual Flow Modeling
Kaishuai Xu, Wenjun Hou*, Yi Cheng*, Jian Wang, Wenjie Li
ACL 2023 Findings
[paper] [code]
ORGAN: Observation-Guided Radiology Report Generation via Tree Reasoning
Wenjun Hou, Kaishuai Xu*, Yi Cheng*, Wenjie Li, Jiang Liu
ACL 2023
[paper] [code]
Activities
Reviewer: EMNLP 2022