--- title: "Jinfa Huang — author profile and papers — Elamur Research" description: "Jinfa Huang, Jiangxi University of Science and Technology: 3 papers on Elamur Research (2023–2025), h-index 9 — affiliations, topics…" canonical: "https://research.elamur.ai/free/en/authors/jinfa-huang/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/jinfa-huang/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Jinfa Huang # Jinfa Huang Jinfa Huang has 3 papers in our library, in 2023–2025, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Vision & language](https://md.research.elamur.ai/free/en/topics/multimodal/); often with [Chengfeng Mao](https://md.research.elamur.ai/free/en/authors/chengfeng-mao/), [Dawei Zhu](https://md.research.elamur.ai/free/en/authors/dawei-zhu/), [Fenglin Liu](https://md.research.elamur.ai/free/en/authors/fenglin-liu/). 3 papers in our library · 2023–2025 [OpenAlex](https://openalex.org/A5110947034) · [**h-index 9**](https://openalex.org/authors/A5110947034) · [23 works](https://openalex.org/works?filter=author.id:A5110947034) · [298 citations](https://openalex.org/works?filter=author.id:A5110947034&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/jinfa-huang/#papers) · [🔗 Cited 79 times in our library](https://md.research.elamur.ai/free/en/authors/jinfa-huang/cited-by/) · [⭐ Paper Stars ranking: #6501](https://md.research.elamur.ai/free/en/paper-stars/page/66/#star-6501) 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=Jinfa+Huang) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Jinfa+Huang) · [dblp](https://dblp.org/search?q=Jinfa+Huang) · [ACL Anthology](https://aclanthology.org/search/?q=Jinfa+Huang) ## Affiliations [🎓**University of Rochester** Rochester · United States 2024–2026 · 9 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-rochester/) · [🎓**Jiangxi University of Science and Technology** Ganzhou · China 2023–2026 · 2 papers*current*](https://ror.org/03q0t9252) · [🎓**Peking University** Beijing · China 2020–2025 · 11 papers](https://md.research.elamur.ai/free/en/universities/peking-university/) · [🎓**University of Electronic Science and Technology of China** Chengdu · China 2024 · 2 papers](https://md.research.elamur.ai/free/en/universities/university-of-electronic-science-and-technology-of-china/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 7 The field of science this work belongs to (OpenAlex fields).[Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Vision and Pattern Recognition · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Health Informatics · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 3 Research subjects and languages the work is about.[Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) ## Works by year ### 2020s [**2025** 2 papers](https://md.research.elamur.ai/free/en/authors/jinfa-huang/year/2025/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/jinfa-huang/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[A Survey of Large Language Models in Medicine: Progress, Application, and Challenge](https://md.research.elamur.ai/free/en/papers/zhou-2023-survey-large-language-models-medicine/)** *(2023 · 87 citations)* This survey maps how large language models are being adapted to medicine. It covers how they are built, how well they perform, and what blocks their clinical use. Earlier reviews mostly described ChatGPT-style applications through small case studies. They offered little guidance on constructing medical models or… 2. **[TACO: Enhancing Multimodal In-context Learning via Task Mapping-Guided Sequence Configuration](https://md.research.elamur.ai/free/en/papers/li-2025-taco-enhancing-multimodal-context-learning/)** *(2025 · 22 citations)* Large vision–language models (LVLMs) can learn tasks from interleaved image–text demonstrations, but their in-context learning (ICL) is fragile. Small changes to the chosen demonstrations (ICDs) can noticeably shift outputs, and existing selection methods rely on hand-crafted relevance metrics. 3. **[A Survey on Latent Reasoning](https://md.research.elamur.ai/free/en/papers/zhu-2025-survey-latent-reasoning/)** *(2025 · 15 citations)* Chain-of-thought prompting makes LLMs reason step by step in written language, but each generated token carries very little information. ## Co-authors here 12 of 14 co-authors with a page, the most papers together first. - [Chengfeng Mao](https://md.research.elamur.ai/free/en/authors/chengfeng-mao/) - [Dawei Zhu](https://md.research.elamur.ai/free/en/authors/dawei-zhu/) - [Fenglin Liu](https://md.research.elamur.ai/free/en/authors/fenglin-liu/) - [Hao Wang](https://md.research.elamur.ai/free/en/authors/hao-wang/) - [Peilin Zhou](https://md.research.elamur.ai/free/en/authors/peilin-zhou/) - [Rui-Jie Zhu](https://md.research.elamur.ai/free/en/authors/rui-jie-zhu/) - [Ruixiang Tang](https://md.research.elamur.ai/free/en/authors/ruixiang-tang/) - [Tianhao Cheng](https://md.research.elamur.ai/free/en/authors/tianhao-cheng/) - [Tianle Cai](https://md.research.elamur.ai/free/en/authors/tianle-cai/) - [Xingwei Qu](https://md.research.elamur.ai/free/en/authors/xingwei-qu/) - [Xinyu Zou](https://md.research.elamur.ai/free/en/authors/xinyu-zou/) - [Xuanliang Zhang](https://md.research.elamur.ai/free/en/authors/xuanliang-zhang/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/): [EMNLP 2025](https://md.research.elamur.ai/free/en/venues/emnlp/2025/) ## Cited by Papers of our library cite their works 79 times (of the 149,439 papers whose bibliographies we read); [20 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/jinfa-huang/cited-by/). Updated 30 October 2026