--- title: "Jin Peng Zhou · Cornell University — author profile and papers" description: "Jin Peng Zhou, Cornell University: 2 papers on Elamur Research (2022–2025), h-index 24 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/jin-peng-zhou/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/jin-peng-zhou/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Jin Peng Zhou # Jin Peng Zhou Jin Peng Zhou has 2 papers in our library, in 2022–2025, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Albert Q. Jiang](https://md.research.elamur.ai/free/en/authors/albert-q-jiang/), [Fei Sha](https://md.research.elamur.ai/free/en/authors/fei-sha/), [Guillaume Lample](https://md.research.elamur.ai/free/en/authors/guillaume-lample/). 2 papers in our library · 2022–2025 [OpenAlex](https://openalex.org/A5057655617) · [ORCID](https://orcid.org/0000-0003-2447-3606) · [**h-index 24**](https://openalex.org/authors/A5057655617) · [267 works](https://openalex.org/works?filter=author.id:A5057655617) · [2,648 citations](https://openalex.org/works?filter=author.id:A5057655617&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/jin-peng-zhou/#papers) · [🔗 Cited 224 times in our library](https://md.research.elamur.ai/free/en/authors/jin-peng-zhou/cited-by/) · [2 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #6680](https://md.research.elamur.ai/free/en/paper-stars/page/67/#star-6680) 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=Jin+Peng+Zhou) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Jin+Peng+Zhou) · [dblp](https://dblp.org/search?q=Jin+Peng+Zhou) · [ACL Anthology](https://aclanthology.org/search/?q=Jin+Peng+Zhou) ## Affiliations [🎓**Cornell University** Ithaca · United States 2022–2026 · 17 papers*current*](https://md.research.elamur.ai/free/en/universities/cornell-university/) · [🎓**Shandong Women’s University** Jinan · China 2024–2026 · 6 papers*current*](https://ror.org/03rp8h078) · [🎓**Jiangsu Second Normal University** Nanjing · China 2008–2026 · 5 papers*current*](https://ror.org/00e6ytg41) · [🎓**University of Jinan** Jinan · China 2005–2025 · 67 papers](https://ror.org/02mjz6f26) · [🎓**Nanjing University** Nanjing · China 1994–2025 · 30 papers](https://md.research.elamur.ai/free/en/universities/nanjing-university/) · [🔬**Institute of Basic Medical Sciences of the Chinese Academy of Medical Sciences** Beijing 2022–2025 · 11 papers](https://ror.org/055qbch41) · [🏛️**Chinese Academy of Sciences** Beijing · China 2007–2024 · 11 papers](https://md.research.elamur.ai/free/en/government/chinese-academy-of-sciences/) · [🏢**Signal Processing** Rockville · United States 2011–2018 · 11 papers](https://ror.org/021gzyw51) · [🎓**University of Macau** Macao · China 2011–2017 · 10 papers](https://md.research.elamur.ai/free/en/universities/university-of-macau/) · [🎓**Arizona State University** Tempe · United States 2005–2010 · 10 papers](https://md.research.elamur.ai/free/en/universities/arizona-state-university/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 40 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/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) · [Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/mathematics/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) 🧭 Topics 1 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/jin-peng-zhou/year/2025/) · [**2022** 1 paper](https://md.research.elamur.ai/free/en/authors/jin-peng-zhou/year/2022/) ## Papers The most cited first (OpenAlex and our library). 1. **[Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs](https://md.research.elamur.ai/free/en/papers/jiang-2022-draft-sketch-prove-guiding-formal/)** *(2022 · 178 citations)* Formal proofs that a proof assistant can check are expensive to write, so there is little training data for neural provers. 2. **[Graders Should Cheat: Privileged Information Enables Expert-Level Automated Evaluations](https://md.research.elamur.ai/free/en/papers/zhou-2025-graders-should-cheat-privileged-information/)** *(2025 · 3 citations)* Using a language model to grade other models is cheap, but it breaks down on frontier tasks such as Olympiad math or graduate-level physics. ## 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. [**Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs arXiv:2210.12283**Albert Q. Jiang, Sean Welleck, Jin Peng Zhou, et al.*2022 · 178 citations*](https://md.research.elamur.ai/free/en/papers/jiang-2022-draft-sketch-prove-guiding-formal/) 2. **[Don't Trust: Verify — Grounding LLM Quantitative Reasoning with Autoformalization ↗](https://arxiv.org/abs/2403.18120) arXiv:2403.18120 · no summary yet**Jin Peng Zhou et al.*2024 · 45 citations* 3. **[Magnushammer: A Transformer-Based Approach to Premise Selection ↗](https://arxiv.org/abs/2303.04488) arXiv:2303.04488 · no summary yet**Maciej Mikuła et al.*2023 · 35 citations* 4. **[Graders Should Cheat: Privileged Information Enables Expert-Level Automated Evaluations](https://md.research.elamur.ai/free/en/papers/zhou-2025-graders-should-cheat-privileged-information/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Jin Peng Zhou, Séb Arnold, Nan Ding, et al.*2025 · 3 citations* ## Co-authors here 12 co-authors with a page, the most papers together first. - [Albert Q. Jiang](https://md.research.elamur.ai/free/en/authors/albert-q-jiang/) - [Fei Sha](https://md.research.elamur.ai/free/en/authors/fei-sha/) - [Guillaume Lample](https://md.research.elamur.ai/free/en/authors/guillaume-lample/) - [Jiacheng Liu](https://md.research.elamur.ai/free/en/authors/jiacheng-liu/) - [Kilian Q. Weinberger](https://md.research.elamur.ai/free/en/authors/kilian-q-weinberger/) - [Mateja Jamnik](https://md.research.elamur.ai/free/en/authors/mateja-jamnik/) - [Nan Ding](https://md.research.elamur.ai/free/en/authors/nan-ding/) - [Nan Hua](https://md.research.elamur.ai/free/en/authors/nan-hua/) - [Sean Welleck](https://md.research.elamur.ai/free/en/authors/sean-welleck/) - [Timothée Lacroix](https://md.research.elamur.ai/free/en/authors/timothee-lacroix/) - [Wenda Li](https://md.research.elamur.ai/free/en/authors/wenda-li/) - [Yuhuai Wu](https://md.research.elamur.ai/free/en/authors/yuhuai-wu/) ## 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 224 times (of the 149,439 papers whose bibliographies we read); [56 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/jin-peng-zhou/cited-by/). Updated 31 October 2026