--- title: "Yinxiao Liu — author profile and papers — Elamur Research" description: "Yinxiao Liu, Northwest Minzu University: 2 papers on Elamur Research (2023–2024), h-index 12 — affiliations, topics, co-authors and who…" canonical: "https://research.elamur.ai/free/en/authors/yinxiao-liu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/yinxiao-liu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Yinxiao Liu # Yinxiao Liu Yinxiao Liu has 2 papers in our library, in 2023–2024, 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/); often with [Lei Meng](https://md.research.elamur.ai/free/en/authors/lei-meng/), [Lei Shu](https://md.research.elamur.ai/free/en/authors/lei-shu/), [Liangchen Luo](https://md.research.elamur.ai/free/en/authors/liangchen-luo/). 2 papers in our library · 2023–2024 [OpenAlex](https://openalex.org/A5109012562) · [ORCID](https://orcid.org/0009-0000-3181-2296) · [**h-index 12**](https://openalex.org/authors/A5109012562) · [44 works](https://openalex.org/works?filter=author.id:A5109012562) · [403 citations](https://openalex.org/works?filter=author.id:A5109012562&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/yinxiao-liu/#papers) · [🔗 Cited 219 times in our library](https://md.research.elamur.ai/free/en/authors/yinxiao-liu/cited-by/) · [2 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #6996](https://md.research.elamur.ai/free/en/paper-stars/page/70/#star-6996) 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=Yinxiao+Liu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Yinxiao+Liu) · [dblp](https://dblp.org/search?q=Yinxiao+Liu) · [ACL Anthology](https://aclanthology.org/search/?q=Yinxiao+Liu) ## Affiliations [🎓**Northwest Minzu University** Lanzhou · China 2023–2026 · 5 papersEmployment*current*](https://md.research.elamur.ai/free/en/universities/northwest-minzu-university/) · [🎓**Stanford University** Stanford · United States 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/stanford-university/) · [🎓**University of Iowa** Iowa City · United States 2009–2017 · 16 papers](https://ror.org/036jqmy94) · [🏢**Google** Mountain View · United States 2024 · 3 papers](https://md.research.elamur.ai/free/en/companies/google/) · [🏢**Siemens** Princeton · United States 2012–2013 · 3 papers](https://ror.org/04axb7e79) 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).[Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Applied Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/mathematics/applied-mathematics/) · [Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/mathematics/) 🧭 Topics 2 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/) ## Works by year ### 2020s [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/yinxiao-liu/year/2024/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/yinxiao-liu/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[Improve Mathematical Reasoning in Language Models by Automated Process Supervision](https://md.research.elamur.ai/free/en/papers/luo-2024-improve-mathematical-reasoning-language-models/)** *(2024 · 168 citations)* Process Reward Models (PRMs) score each intermediate step of a solution. On multi-step math they help LLMs more than verifiers that judge only the final answer. The catch is the step-level labels PRMs need. Until now these came from paid human annotators or from brute-force Monte Carlo rollouts launched at every… 2. **[Critique Ability of Large Language Models](https://md.research.elamur.ai/free/en/papers/luo-2023-critique-ability-large-language-models/)** *(2023 · 12 citations)* LLMs are increasingly asked to judge outputs, yet there was no standard way to measure how well they detect mistakes in answers. ## All works 4 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them. 1. [**Improve Mathematical Reasoning in Language Models by Automated Process Supervision arXiv:2406.06592**Liangchen Luo, Yinxiao Liu, Rosanne Liu, et al.*2024 · 168 citations*](https://md.research.elamur.ai/free/en/papers/luo-2024-improve-mathematical-reasoning-language-models/) 2. **[RewriteLM: An Instruction-Tuned Large Language Model for Text Rewriting ↗](https://arxiv.org/abs/2305.15685) arXiv:2305.15685 · AAAI 2024 · no summary yet**Lei Shu et al.*2023 · 70 citations* 3. [**Critique Ability of Large Language Models arXiv:2310.04815**Liangchen Luo, Zi Lin, Yinxiao Liu, et al.*2023 · 12 citations*](https://md.research.elamur.ai/free/en/papers/luo-2023-critique-ability-large-language-models/) 4. **[Towards an On-device Agent for Text Rewriting ↗](https://aclanthology.org/2024.findings-naacl.163/) Findings of the Association for Computational Linguistics: NAACL 2024 · no summary yet**Yun Zhu et al.*2024 · 8 citations* ## Co-authors here 11 co-authors with a page, the most papers together first. - [Lei Meng](https://md.research.elamur.ai/free/en/authors/lei-meng/) ×2 - [Lei Shu](https://md.research.elamur.ai/free/en/authors/lei-shu/) ×2 - [Liangchen Luo](https://md.research.elamur.ai/free/en/authors/liangchen-luo/) ×2 - [Yun Zhu](https://md.research.elamur.ai/free/en/authors/yun-zhu/) ×2 - [Abhinav Rastogi](https://md.research.elamur.ai/free/en/authors/abhinav-rastogi/) - [Jiao Sun](https://md.research.elamur.ai/free/en/authors/jiao-sun/) - [Jingbo Shang](https://md.research.elamur.ai/free/en/authors/jingbo-shang/) - [Rosanne Liu](https://md.research.elamur.ai/free/en/authors/rosanne-liu/) - [Samrat Phatale](https://md.research.elamur.ai/free/en/authors/samrat-phatale/) - [Yunxuan Li](https://md.research.elamur.ai/free/en/authors/yunxuan-li/) - [Zi Lin](https://md.research.elamur.ai/free/en/authors/zi-lin/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - Findings of the Association for Computational Linguistics: NAACL 2024 ## Cited by Papers of our library cite their works 219 times (of the 149,439 papers whose bibliographies we read); [87 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/yinxiao-liu/cited-by/). Updated 3 November 2026