--- title: "Huixue Zhou — author profile and papers · Question answering" description: "Huixue Zhou, University of Minnesota: 2 papers on Elamur Research (2023–2026), h-index 11 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/huixue-zhou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/huixue-zhou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Huixue Zhou # Huixue Zhou Huixue Zhou has 2 papers in our library, in 2023–2026, most of them on [Question answering](https://md.research.elamur.ai/free/en/topics/question-answering/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/); often with [Hong Yu](https://md.research.elamur.ai/free/en/authors/hong-yu/), [Zonghai Yao](https://md.research.elamur.ai/free/en/authors/zonghai-yao/), [Dakuo Wang](https://md.research.elamur.ai/free/en/authors/dakuo-wang/). 2 papers in our library · 2023–2026 [OpenAlex](https://openalex.org/A5026404757) · [ORCID](https://orcid.org/0000-0002-6524-5506) · [**h-index 11**](https://openalex.org/authors/A5026404757) · [43 works](https://openalex.org/works?filter=author.id:A5026404757) · [342 citations](https://openalex.org/works?filter=author.id:A5026404757&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/huixue-zhou/#papers) · [🔗 Cited 18 times in our library](https://md.research.elamur.ai/free/en/authors/huixue-zhou/cited-by/) · [⭐ Paper Stars ranking: #8630](https://md.research.elamur.ai/free/en/paper-stars/page/87/#star-8630) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Huixue+Zhou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Huixue+Zhou) · [dblp](https://dblp.org/search?q=Huixue+Zhou) · [ACL Anthology](https://aclanthology.org/search/?q=Huixue+Zhou) ## Affiliations [🎓**University of Minnesota** Minneapolis · United States 2022–2026 · 35 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-minnesota/) · [🎓**North Carolina State University** Raleigh · United States 2025 · 2 papers](https://md.research.elamur.ai/free/en/universities/north-carolina-state-university/) · [🎓**University of Massachusetts Lowell** Lowell · United States 2023–2024 · 2 papers](https://md.research.elamur.ai/free/en/universities/university-of-massachusetts-lowell/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 2 more institutions on single bylines are not listed. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 9 The field of science this work belongs to (OpenAlex fields).[Medicine · 2 works](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Health Informatics · 2 works](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Biochemistry, Genetics and Molecular Biology · 1 work](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/) · [General Health Professions · 1 work](https://md.research.elamur.ai/free/en/shelves/health-professions/general-health-professions/) · [Health Professions · 1 work](https://md.research.elamur.ai/free/en/shelves/health-professions/) · [Molecular Biology · 1 work](https://md.research.elamur.ai/free/en/shelves/biochemistry-genetics-and-molecular-biology/molecular-biology/) · [Computer Science · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) 🧭 Topics 2 Research subjects and languages the work is about.[Question answering · 1 work](https://md.research.elamur.ai/free/en/topics/question-answering/) · [Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) ## Works by year ### 2020s [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/huixue-zhou/year/2026/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/huixue-zhou/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[PaniniQA: Enhancing Patient Education Through Interactive Question Answering](https://md.research.elamur.ai/free/en/papers/cai-2023-paniniqa-enhancing-patient-education-through/)** *(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. 2. **[MedQA-CS: Objective Structured Clinical Examination (OSCE)-Style Benchmark for Evaluating LLM Clinical Skills](https://md.research.elamur.ai/free/en/papers/yao-2026-medqa-cs-objective-structured-clinical/)** *(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 10 co-authors with a page, the most papers together first. - [Hong Yu](https://md.research.elamur.ai/free/en/authors/hong-yu/) ×2 - [Zonghai Yao](https://md.research.elamur.ai/free/en/authors/zonghai-yao/) ×2 - [Dakuo Wang](https://md.research.elamur.ai/free/en/authors/dakuo-wang/) - [Fei Liu](https://md.research.elamur.ai/free/en/authors/fei-liu/) - [Feiyun Ouyang](https://md.research.elamur.ai/free/en/authors/feiyun-ouyang/) - [Junda Wang](https://md.research.elamur.ai/free/en/authors/junda-wang/) - [Pengshan Cai](https://md.research.elamur.ai/free/en/authors/pengshan-cai/) - [Yi Cao](https://md.research.elamur.ai/free/en/authors/yi-cao/) - [Zhichao Yang](https://md.research.elamur.ai/free/en/authors/zhichao-yang/) - [Zihao Zhang](https://md.research.elamur.ai/free/en/authors/zihao-zhang/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Conference of the European Chapter of the Association for Computational Linguistics (EACL)](https://md.research.elamur.ai/free/en/venues/eacl/): [EACL 2026](https://md.research.elamur.ai/free/en/venues/eacl/2026/) - [Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/): [Transactions of the Association for Computational Linguistics (TACL) 2023](https://md.research.elamur.ai/free/en/venues/tacl/2023/) ## Cited by Papers of our library cite their works 18 times (of the 149,439 papers whose bibliographies we read); [2 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/huixue-zhou/cited-by/). Updated 31 October 2026