--- title: "Sining Zhoubian — author profile and papers in our library" description: "Sining Zhoubian, Tsinghua University: 2 papers on Elamur Research (2024–2026), h-index 2 — affiliations, topics, co-authors and who cites…" canonical: "https://research.elamur.ai/free/en/authors/sining-zhoubian/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/sining-zhoubian/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Sining Zhoubian # Sining Zhoubian Sining Zhoubian has 2 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 [Dan Zhang](https://md.research.elamur.ai/free/en/authors/dan-zhang/), [Jie Tang](https://md.research.elamur.ai/free/en/authors/jie-tang/), [Yisong Yue](https://md.research.elamur.ai/free/en/authors/yisong-yue/). 2 papers in our library · 2024–2026 [OpenAlex](https://openalex.org/A5093734261) · [**h-index 2**](https://openalex.org/authors/A5093734261) · [8 works](https://openalex.org/works?filter=author.id:A5093734261) · [41 citations](https://openalex.org/works?filter=author.id:A5093734261&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/sining-zhoubian/#papers) · [🔗 Cited 209 times in our library](https://md.research.elamur.ai/free/en/authors/sining-zhoubian/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #5575](https://md.research.elamur.ai/free/en/paper-stars/page/56/#star-5575) 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=Sining+Zhoubian) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Sining+Zhoubian) · [dblp](https://dblp.org/search?q=Sining+Zhoubian) · [ACL Anthology](https://aclanthology.org/search/?q=Sining+Zhoubian) ## Affiliations [🎓**Tsinghua University** Beijing · China 2024–2026 · 5 papers*current*](https://md.research.elamur.ai/free/en/universities/tsinghua-university/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## 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 · 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/) · [Decision Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) · [Information Systems and Management · 1 work](https://md.research.elamur.ai/free/en/shelves/decision-sciences/information-systems-and-management/) 🧭 Topics 2 Research subjects and languages the work is about.[Language models & pretraining · 1 work](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/sining-zhoubian/year/2026/) · [**2024** 1 paper](https://md.research.elamur.ai/free/en/authors/sining-zhoubian/year/2024/) ## Papers The most cited first (OpenAlex and our library). 1. **[ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search](https://md.research.elamur.ai/free/en/papers/zhang-2024-rest-mcts-llm-self-training/)** *(2024 · 200 citations)* LLM self-training usually keeps only the generated solutions whose final answer is correct. Many of those solutions still contain flawed or useless intermediate steps, so the fine-tuning data ends up noisy. Process reward models (PRMs) can check each step, but they normally need costly step-level human labels.… 2. **[DataSciBench: An LLM Agent Benchmark for Data Science](https://md.research.elamur.ai/free/en/papers/zhang-2026-datascibench-llm-agent-benchmark-data/)** *(2026 · 13 citations)* Most benchmarks for LLMs in data science test isolated tasks with simple metrics such as accuracy and with ground truth that is easy to obtain. ## 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. **[ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search](https://md.research.elamur.ai/free/en/papers/zhang-2024-rest-mcts-llm-self-training/) [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/)**Dan Zhang, Sining Zhoubian, Ziniu Hu, et al.*2024 · 200 citations* 2. **[SciInstruct: a Self-Reflective Instruction Annotated Dataset for Training Scientific Language Models ↗](https://arxiv.org/abs/2401.07950) arXiv:2401.07950 · no summary yet**Dan Zhang et al.*2024 · 37 citations* 3. **[DataSciBench: An LLM Agent Benchmark for Data Science](https://md.research.elamur.ai/free/en/papers/zhang-2026-datascibench-llm-agent-benchmark-data/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Dan Zhang, Sining Zhoubian, Min Cai, et al.*2026 · 13 citations* ## Co-authors here 6 co-authors with a page, the most papers together first. - [Dan Zhang](https://md.research.elamur.ai/free/en/authors/dan-zhang/) ×2 - [Jie Tang](https://md.research.elamur.ai/free/en/authors/jie-tang/) ×2 - [Yisong Yue](https://md.research.elamur.ai/free/en/authors/yisong-yue/) ×2 - [Ziniu Hu](https://md.research.elamur.ai/free/en/authors/ziniu-hu/) ×2 - [Wei Wang](https://md.research.elamur.ai/free/en/authors/wei-wang/) - [Yuxiao Dong](https://md.research.elamur.ai/free/en/authors/yuxiao-dong/) ## 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](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) - [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/): [NeurIPS 2024](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/2024/) ## Cited by Papers of our library cite their works 209 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/sining-zhoubian/cited-by/). Updated 30 October 2026