--- title: "Hongwei Liu · Jinan University — author profile and papers" description: "Hongwei Liu, Jinan University: 3 papers on Elamur Research (2024–2026), h-index 3 — affiliations, topics, co-authors and who cites them in…" canonical: "https://research.elamur.ai/free/en/authors/hongwei-liu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/hongwei-liu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Hongwei Liu # Hongwei Liu Hongwei Liu has 3 papers in our library, in 2024–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/); often with [Kai Chen](https://md.research.elamur.ai/free/en/authors/kai-chen/), [Chengqi Lyu](https://md.research.elamur.ai/free/en/authors/chengqi-lyu/), [Haodong Duan](https://md.research.elamur.ai/free/en/authors/haodong-duan/). 3 papers in our library · 2024–2026 [OpenAlex](https://openalex.org/A5100411945) · [ORCID](https://orcid.org/0000-0002-0298-3149) · [**h-index 3**](https://openalex.org/authors/A5100411945) · [12 works](https://openalex.org/works?filter=author.id:A5100411945) · [27 citations](https://openalex.org/works?filter=author.id:A5100411945&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/hongwei-liu/#papers) · [🔗 Cited 69 times in our library](https://md.research.elamur.ai/free/en/authors/hongwei-liu/cited-by/) · [⭐ Paper Stars ranking: #8182](https://md.research.elamur.ai/free/en/paper-stars/page/82/#star-8182) 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=Hongwei+Liu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Hongwei+Liu) · [dblp](https://dblp.org/search?q=Hongwei+Liu) · [ACL Anthology](https://aclanthology.org/search/?q=Hongwei+Liu) ## Affiliations [🏥**First Affiliated Hospital of Jinan University** Guangzhou · China 2026 · 1 paper*current*](https://ror.org/05d5vvz89) · [🎓**Jinan University** Guangzhou · China 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/jinan-university/) · [🔬**Shanghai Artificial Intelligence Laboratory** Shanghai · China 2025 · 2 papers](https://md.research.elamur.ai/free/en/labs/shanghai-artificial-intelligence-laboratory/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 3 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 6 The field of science this work belongs to (OpenAlex fields).[Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [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/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) · [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.[Language models & pretraining · 3 works](https://md.research.elamur.ai/free/en/topics/language-models/) · [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/hongwei-liu/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/hongwei-liu/year/2025/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/hongwei-liu/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark](https://md.research.elamur.ai/free/en/papers/liu-2024-mathbench-evaluating-theory-application-proficiency/)** *(2024 · 70 citations)* Popular math benchmarks such as GSM8k or MathQA mostly test one narrow skill. They say little about difficulty or about whether a model actually knows the underlying theory. MathBench addresses this with a bilingual (Chinese–English) test set that follows a learning path: an Arithmetic stage, then Primary, Middle… 2. **[CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward](https://md.research.elamur.ai/free/en/papers/liu-2025-compassverifier-unified-robust-verifier-llms/)** *(2025 · 16 citations)* Checking whether an LLM's free-form output matches a reference answer is central to benchmarking and to reward signals in RL. 3. **[OpenCompass: A Universal Evaluation Platform for Large Language Models](https://md.research.elamur.ai/free/en/papers/cao-2026-opencompass-universal-evaluation-platform/)** *(2026 · 1 citation)* Judging an LLM's overall quality usually means running dozens or hundreds of static benchmarks. Each benchmark has its own scoring method (regex matching, ROUGE, model-based judging), its own sensitivity to prompts, and its own data preparation and output cleanup. This fragmentation makes large, cross-domain… ## Co-authors here 12 of 17 co-authors with a page, the most papers together first. - [Kai Chen](https://md.research.elamur.ai/free/en/authors/kai-chen/) ×3 - [Chengqi Lyu](https://md.research.elamur.ai/free/en/authors/chengqi-lyu/) ×2 - [Haodong Duan](https://md.research.elamur.ai/free/en/authors/haodong-duan/) ×2 - [Junnan Liu](https://md.research.elamur.ai/free/en/authors/junnan-liu/) ×2 - [Songyang Zhang](https://md.research.elamur.ai/free/en/authors/songyang-zhang/) ×2 - [Wenwei Zhang](https://md.research.elamur.ai/free/en/authors/wenwei-zhang/) ×2 - [Zhiwei Fei](https://md.research.elamur.ai/free/en/authors/zhiwei-fei/) ×2 - [Dahua Lin](https://md.research.elamur.ai/free/en/authors/dahua-lin/) - [Derek F. Wong](https://md.research.elamur.ai/free/en/authors/derek-f-wong/) - [Fengzhe Zhou](https://md.research.elamur.ai/free/en/authors/fengzhe-zhou/) - [Maosong Cao](https://md.research.elamur.ai/free/en/authors/maosong-cao/) - [Mo Li](https://md.research.elamur.ai/free/en/authors/mo-li/) ## 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/) - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2024](https://md.research.elamur.ai/free/en/venues/findings/2024/) ## Cited by Papers of our library cite their works 69 times (of the 149,439 papers whose bibliographies we read); [23 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/hongwei-liu/cited-by/). Updated 2 November 2026