--- title: "Peng Shu — author profile and papers — Elamur Research" description: "Peng Shu: 4 papers on Elamur Research (2024–2026), h-index 1 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/peng-shu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/peng-shu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Peng Shu # Peng Shu Peng Shu has 4 papers in our library, in 2024–2026, most of them on [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/), [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Huan Yu](https://md.research.elamur.ai/free/en/authors/huan-yu/), [Jie Jiang](https://md.research.elamur.ai/free/en/authors/jie-jiang/), [Liqun Liu](https://md.research.elamur.ai/free/en/authors/liqun-liu/). 4 papers in our library · 2024–2026 [OpenAlex](https://openalex.org/A5139726121) · [**h-index 1**](https://openalex.org/authors/A5139726121) · [4 works](https://openalex.org/works?filter=author.id:A5139726121) · [1 citations](https://openalex.org/works?filter=author.id:A5139726121&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/peng-shu/#papers) · [🔗 Cited 66 times in our library](https://md.research.elamur.ai/free/en/authors/peng-shu/cited-by/) · [⭐ Paper Stars ranking: #7433](https://md.research.elamur.ai/free/en/paper-stars/page/75/#star-7433) 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=Peng+Shu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Peng+Shu) · [dblp](https://dblp.org/search?q=Peng+Shu) · [ACL Anthology](https://aclanthology.org/search/?q=Peng+Shu) ## 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).[Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Decision Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/) · [Management Science and Operations Research · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/management-science-and-operations-research/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) 🧭 Topics 2 Research subjects and languages the work is about.[Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/peng-shu/year/2026/) · [**2024** 2 papers](https://md.research.elamur.ai/free/en/authors/peng-shu/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[Evaluation of OpenAI o1: Opportunities and Challenges of AGI](https://md.research.elamur.ai/free/en/papers/zhong-2024-evaluation-openai-o1-opportunities-challenges/)** *(2024 · 64 citations)* The paper examines how close OpenAI's o1-preview comes to general-purpose intelligence. o1-preview is a model trained with reinforcement learning to work through chain-of-thought reasoning before it answers. A large multi-institution team tested it on 27 task categories, mostly built from public datasets. These span… 2. **[Revolutionizing Finance with LLMs: An Overview of Applications and Insights](https://md.research.elamur.ai/free/en/papers/zhao-2024-revolutionizing-finance-llms-overview-applications/)** *(2024 · 63 citations)* This survey examines how large language models can be applied to finance, a field where data is highly specialized and errors are costly. 3. **[Search-P1: Path-Centric Reward Shaping for Stable and Efficient Agentic RAG Training](https://md.research.elamur.ai/free/en/papers/xia-2026-search-p1-path-centric-reward/)** *(2026 · 2 citations)* Agentic RAG systems trained with reinforcement learning, such as Search-R1, usually receive a single binary reward for the final answer. 4. **[SSR-A: Spatial- and Semantic-Aware Instructions and Curriculum Reinforcement for Advertisement Compliant Rectification](https://md.research.elamur.ai/free/en/papers/te-2026-ssr-spatial-semantic-aware-instructions/)** *(2026)* Ad platforms reject millions of non-compliant image ads every day, and fixing them by hand does not scale. ## Co-authors here 12 of 13 co-authors with a page, the most papers together first. - [Huan Yu](https://md.research.elamur.ai/free/en/authors/huan-yu/) ×2 - [Jie Jiang](https://md.research.elamur.ai/free/en/authors/jie-jiang/) ×2 - [Liqun Liu](https://md.research.elamur.ai/free/en/authors/liqun-liu/) ×2 - [Yi Pan](https://md.research.elamur.ai/free/en/authors/yi-pan/) ×2 - [Zhengliang Liu](https://md.research.elamur.ai/free/en/authors/zhengliang-liu/) ×2 - [Zihao Wu](https://md.research.elamur.ai/free/en/authors/zihao-wu/) ×2 - [Junhao Chen](https://md.research.elamur.ai/free/en/authors/junhao-chen/) - [Lin Zhao](https://md.research.elamur.ai/free/en/authors/lin-zhao/) - [Yiding Sun](https://md.research.elamur.ai/free/en/authors/yiding-sun/) - [Yifan Zhou](https://md.research.elamur.ai/free/en/authors/yifan-zhou/) - [Yiwei Li](https://md.research.elamur.ai/free/en/authors/yiwei-li/) - [Yutong Zhang](https://md.research.elamur.ai/free/en/authors/yutong-zhang/) ## 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/) ×2: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) ×2 ## Cited by Papers of our library cite their works 66 times (of the 149,439 papers whose bibliographies we read); [18 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/peng-shu/cited-by/). Updated 1 November 2026