--- title: "Wenyuan Xu — author profile and papers — Elamur Research" description: "Wenyuan Xu, Northeast Forestry University: 2 papers on Elamur Research (2025), h-index 12 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/wenyuan-xu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/wenyuan-xu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Wenyuan Xu # Wenyuan Xu Wenyuan Xu has 2 papers in our library, in 2025, 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 [Yu Yue](https://md.research.elamur.ai/free/en/authors/yu-yue/), [Yufeng Yuan](https://md.research.elamur.ai/free/en/authors/yufeng-yuan/), [ByteDance Seed](https://md.research.elamur.ai/free/en/authors/bytedance-seed/). 2 papers in our library · 2025 [OpenAlex](https://openalex.org/A5052255255) · [ORCID](https://orcid.org/0000-0002-4523-3735) · [Wikidata](https://www.wikidata.org/wiki/Q130983338) · [**h-index 12**](https://openalex.org/authors/A5052255255) · [44 works](https://openalex.org/works?filter=author.id:A5052255255) · [429 citations](https://openalex.org/works?filter=author.id:A5052255255&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/wenyuan-xu/#papers) · [🔗 Cited 136 times in our library](https://md.research.elamur.ai/free/en/authors/wenyuan-xu/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #7341](https://md.research.elamur.ai/free/en/paper-stars/page/74/#star-7341) 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=Wenyuan+Xu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Wenyuan+Xu) · [dblp](https://dblp.org/search?q=Wenyuan+Xu) · [ACL Anthology](https://aclanthology.org/search/?q=Wenyuan+Xu) ## Affiliations [🎓**Northeast Forestry University** Harbin · China 2024–2026 · 5 papers*current*](https://ror.org/02yxnh564) · [🎓**Zhejiang University** Hangzhou · China 2018–2025 · 9 papers](https://md.research.elamur.ai/free/en/universities/zhejiang-university/) · [🏢**China Shipbuilding Industry Corporation** Beijing · China 2016–2021 · 6 papers](https://ror.org/0410k9915) · [🎓**Beijing Jiaotong University** Beijing · China 2020–2022 · 4 papers](https://md.research.elamur.ai/free/en/universities/beijing-jiaotong-university/) · [🎓**Yangzhou University** Yangzhou · China 2017–2018 · 4 papers](https://md.research.elamur.ai/free/en/universities/yangzhou-university/) · [🎓**University of South Carolina** Columbia · United States 2010–2012 · 2 papers](https://md.research.elamur.ai/free/en/universities/university-of-south-carolina/) · [🏢**3M** Saint Paul · United States 1999–2000 · 2 papers](https://ror.org/00mgss748) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 5 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 5 The field of science this work belongs to (OpenAlex fields).[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/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [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.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) ## Works by year ### 2020s [**2025** 2 papers](https://md.research.elamur.ai/free/en/authors/wenyuan-xu/year/2025/) ## Papers The most cited first (OpenAlex and our library). 1. **[Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning](https://md.research.elamur.ai/free/en/papers/bytedance-seed-2025-seed1-5-thinking-advancing/)** *(2025 · 62 citations)* Seed1.5-Thinking is a reasoning model from ByteDance Seed. It works through an extended chain of thought before giving its answer. The authors identify three factors behind strong reasoning models: training data, a stable RL algorithm and scalable RL infrastructure. 2. **[PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier](https://md.research.elamur.ai/free/en/papers/jiang-2025-pag-multi-turn-reinforced-llm/)** *(2025 · 8 citations)* LLMs can write elaborate reasoning but are poor at judging whether their own answers are right. Existing fixes have drawbacks. A separate verifier model adds cost. Multi-stage RL pipelines such as SCoRe need a warm-up phase to avoid model collapse, where the second attempt barely differs from the first. PAG instead… ## All works 3 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. **[VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks ↗](https://arxiv.org/abs/2504.05118) arXiv:2504.05118 · no summary yet**Yu Yue et al.*2025 · 68 citations* 2. [**Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning arXiv:2504.13914**ByteDance Seed, Jiaze Chen, Tiantian Fan, et al.*2025 · 62 citations*](https://md.research.elamur.ai/free/en/papers/bytedance-seed-2025-seed1-5-thinking-advancing/) 3. [**PAG: Multi-Turn Reinforced LLM Self-Correction with Policy as Generative Verifier arXiv:2506.10406**Yuhua Jiang, Yuwen Xiong, Yufeng Yuan, et al.*2025 · 8 citations*](https://md.research.elamur.ai/free/en/papers/jiang-2025-pag-multi-turn-reinforced-llm/) ## Co-authors here 8 co-authors with a page, the most papers together first. - [Yu Yue](https://md.research.elamur.ai/free/en/authors/yu-yue/) ×2 - [Yufeng Yuan](https://md.research.elamur.ai/free/en/authors/yufeng-yuan/) ×2 - [ByteDance Seed](https://md.research.elamur.ai/free/en/authors/bytedance-seed/) - [Chengyi Wang](https://md.research.elamur.ai/free/en/authors/chengyi-wang/) - [Lingjun Liu](https://md.research.elamur.ai/free/en/authors/lingjun-liu/) - [Mingxuan Wang](https://md.research.elamur.ai/free/en/authors/mingxuan-wang/) - [Tiantian Fan](https://md.research.elamur.ai/free/en/authors/tiantian-fan/) - [Xin Liu](https://md.research.elamur.ai/free/en/authors/xin-liu/) ## Cited by Papers of our library cite their works 136 times (of the 149,439 papers whose bibliographies we read); [46 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/wenyuan-xu/cited-by/). Updated 1 November 2026