Huixue Zhou
Huixue Zhou has 2 papers in our library, in 2023–2026, most of them on Question answering, Evaluation & benchmarks; often with Hong Yu, Zonghai Yao, Dakuo Wang.
OpenAlex · ORCID · h-index 11 · 43 works · 342 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 18 times in our library · ⭐ Paper Stars ranking: #8630
Affiliations
Fields, topics and concepts
📚 Shelves 9The field of science this work belongs to (OpenAlex fields).Medicine · 2 worksHealth Informatics · 2 worksBiochemistry, Genetics and Molecular Biology · 1 workGeneral Health Professions · 1 workHealth Professions · 1 workMolecular Biology · 1 workComputer Science · 1 workArtificial Intelligence · 1 workComputer Vision and Pattern Recognition · 1 work
🧭 Topics 2Research subjects and languages the work is about.Question answering · 1 workEvaluation & benchmarks · 1 work
Works by year
2020s
Papers
- PaniniQA: Enhancing Patient Education Through Interactive Question Answering (2023 · 24 citations)
Patients leaving hospital often struggle to grasp or remember their discharge instructions, and their misreadings usually go uncorrected. PaniniQA addresses this with a chatbot that quizzes patients about their own instructions. It follows the Prompt–Evaluate–Expand–Repeat (P.E.E.R.) cycle from Dialogic Reading. - MedQA-CS: Objective Structured Clinical Examination (OSCE)-Style Benchmark for Evaluating LLM Clinical Skills (2026 · 3 citations)
Most medical LLM benchmarks, such as MedQA, rely on multiple-choice questions. These test what a model knows but not whether it can carry out a patient encounter. MedQA-CS fills this gap with an AI-SCE benchmark modeled on the OSCE format of the USMLE Step 2 CS exam, targeting the "shows how" tier of Miller's Pyramid.
Co-authors here
- Hong Yu ×2
- Zonghai Yao ×2
- Dakuo Wang
- Fei Liu
- Feiyun Ouyang
- Junda Wang
- Pengshan Cai
- Yi Cao
- Zhichao Yang
- Zihao Zhang
Venues
- Conference of the European Chapter of the Association for Computational Linguistics (EACL): EACL 2026
- Transactions of the Association for Computational Linguistics (TACL): Transactions of the Association for Computational Linguistics (TACL) 2023
Cited by
Updated
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