--- title: "Xinyu Zhou — author profile and papers — Elamur Research" description: "Xinyu Zhou, Northwestern University: 4 papers on Elamur Research (2024–2026), h-index 11 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/xinyu-zhou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/xinyu-zhou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Xinyu Zhou # Xinyu Zhou Xinyu Zhou has 4 papers in our library, in 2024–2026, 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/), [Psycholinguistics & language acquisition](https://md.research.elamur.ai/free/en/topics/psycholinguistics/); often with [Bowen Zhou](https://md.research.elamur.ai/free/en/authors/bowen-zhou/), [Cheng Peng](https://md.research.elamur.ai/free/en/authors/cheng-peng/), [Jiang Zhong](https://md.research.elamur.ai/free/en/authors/jiang-zhong/). 4 papers in our library · 2024–2026 [OpenAlex](https://openalex.org/A5049982592) · [ORCID](https://orcid.org/0000-0003-0968-4229) · [**h-index 11**](https://openalex.org/authors/A5049982592) · [44 works](https://openalex.org/works?filter=author.id:A5049982592) · [658 citations](https://openalex.org/works?filter=author.id:A5049982592&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/xinyu-zhou/#papers) · [🔗 Cited 35 times in our library](https://md.research.elamur.ai/free/en/authors/xinyu-zhou/cited-by/) · [⭐ Paper Stars ranking: #7967](https://md.research.elamur.ai/free/en/paper-stars/page/80/#star-7967) 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=Xinyu+Zhou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Xinyu+Zhou) · [dblp](https://dblp.org/search?q=Xinyu+Zhou) · [ACL Anthology](https://aclanthology.org/search/?q=Xinyu+Zhou) ## Affiliations [🎓**Huazhong University of Science and Technology** Wuhan · China 2020–2026 · 2 papers*current*](https://md.research.elamur.ai/free/en/universities/huazhong-university-of-science-and-technology/) · [🎓**Northwestern University** Evanston · United States 2025–2026 · 2 papers*current*](https://md.research.elamur.ai/free/en/universities/northwestern-university/) · [🏥**Affiliated Hospital of Qingdao University** Qingdao · China 2026 · 1 paper*current*](https://ror.org/026e9yy16) · [🎓**Northeast Agricultural University** Harbin · China 2026 · 1 paper*current*](https://ror.org/0515nd386) · [🔬**State Key Laboratory of Materials Processing and Die & Mould Technology** Wuhan · China 2026 · 1 paper*current*](https://ror.org/059ymf107) · [🎓**Fudan University** Shanghai · China 2020–2024 · 12 papers](https://md.research.elamur.ai/free/en/universities/fudan-university/) · [🎓**Yale University** New Haven · United States 2022–2025 · 10 papers](https://md.research.elamur.ai/free/en/universities/yale-university/) · [🎓**Kunming University of Science and Technology** Kunming · China 2025 · 3 papers](https://ror.org/00xyeez13) · [🎓**Peking University** Beijing · China 2020–2023 · 3 papers](https://md.research.elamur.ai/free/en/universities/peking-university/) · [🎓**Nanjing University of Posts and Telecommunications** Nanjing · China 2024–2025 · 2 papers](https://ror.org/043bpky34) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 12 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 13 The field of science this work belongs to (OpenAlex fields).[Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Health Informatics · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Cognitive Neuroscience · 1 work](https://md.research.elamur.ai/free/en/shelves/neuroscience/cognitive-neuroscience/) · [Neuroscience · 1 work](https://md.research.elamur.ai/free/en/shelves/neuroscience/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Health Information Management · 1 work](https://md.research.elamur.ai/free/en/shelves/health-professions/health-information-management/) · [Health Professions · 1 work](https://md.research.elamur.ai/free/en/shelves/health-professions/) · [Psychology · 1 work](https://md.research.elamur.ai/free/en/shelves/psychology/) · [Social Psychology · 1 work](https://md.research.elamur.ai/free/en/shelves/psychology/social-psychology/) 🧭 Topics 5 Research subjects and languages the work is about.[Interpretability · 1 work](https://md.research.elamur.ai/free/en/topics/interpretability/) · [Psycholinguistics & language acquisition · 1 work](https://md.research.elamur.ai/free/en/topics/psycholinguistics/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) 💡 Concepts 1 Key ideas and methods explained on our concept pages.[Psycholinguistics · 1 work](https://md.research.elamur.ai/free/en/concepts/psycholinguistics/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/xinyu-zhou/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/xinyu-zhou/year/2025/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/xinyu-zhou/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[Me LLaMA: Foundation Large Language Models for Medical Applications](https://md.research.elamur.ai/free/en/papers/xie-2024-me-llama-foundation-large-language/)** *(2024 · 33 citations)* General-domain open LLMs such as LLaMA often lack specialized medical knowledge. Commercial systems like ChatGPT and GPT-4 are closed and hard to customize. Earlier open medical models seldom combined continual pre-training with instruction tuning, rarely drew on clinical notes and were evaluated mostly on QA. The… 2. **[Unveiling Language Competence Neurons: A Psycholinguistic Approach to Model Interpretability](https://md.research.elamur.ai/free/en/papers/duan-2025-unveiling-language-competence-neurons-psycholinguistic/)** *(2025 · 8 citations)* Large language models often respond like people in psycholinguistic experiments, but it remains unclear which internal units support these abilities. 3. **[Intern-S1-Pro: Scientific Multimodal Foundation Model at Trillion Scale](https://md.research.elamur.ai/free/en/papers/zou-2026-intern-s1-pro-scientific/)** *(2026 · 3 citations)* Intern-S1-Pro, from Shanghai AI Laboratory, is presented as the first scientific multimodal foundation model with one trillion parameters. 4. **[MentalSeek-Dx: Towards Progressive Hypothetico-Deductive Reasoning for Real-world Psychiatric Diagnosis](https://md.research.elamur.ai/free/en/papers/sun-2026-mentalseek-dx-progressive-hypothetico-deductive/)** *(2026)* The paper tackles automated psychiatric diagnosis with LLMs. Existing evaluation data are mostly social-media posts or synthetic stories with coarse labels, so they say little about real clinical use. The authors build MentalDx Bench from 712 de-identified electronic health records collected at partner hospitals.… ## Co-authors here 12 of 22 co-authors with a page, the most papers together first. - [Bowen Zhou](https://md.research.elamur.ai/free/en/authors/bowen-zhou/) - [Cheng Peng](https://md.research.elamur.ai/free/en/authors/cheng-peng/) - [Jiang Zhong](https://md.research.elamur.ai/free/en/authors/jiang-zhong/) - [Jimin Huang](https://md.research.elamur.ai/free/en/authors/jimin-huang/) - [Junnan Zhu](https://md.research.elamur.ai/free/en/authors/junnan-zhu/) - [Kaiwen Wei](https://md.research.elamur.ai/free/en/authors/kaiwen-wei/) - [Lin Zhu](https://md.research.elamur.ai/free/en/authors/lin-zhu/) - [Lingfei Qian](https://md.research.elamur.ai/free/en/authors/lingfei-qian/) - [Qianqian Xie](https://md.research.elamur.ai/free/en/authors/qianqian-xie/) - [Qingyu Chen](https://md.research.elamur.ai/free/en/authors/qingyu-chen/) - [Tong Zhu](https://md.research.elamur.ai/free/en/authors/tong-zhu/) - [Xiao Sun](https://md.research.elamur.ai/free/en/authors/xiao-sun/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) - [International Conference on Computational Linguistics (COLING)](https://md.research.elamur.ai/free/en/venues/coling/): [COLING 2025](https://md.research.elamur.ai/free/en/venues/coling/2025/) ## Cited by Papers of our library cite their works 35 times (of the 149,439 papers whose bibliographies we read); [7 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/xinyu-zhou/cited-by/). Updated 1 November 2026