--- title: "Linzhuang Sun — author profile and papers · Reasoning" description: "Linzhuang Sun, Shenyang Institute of Computing Technology: 4 papers on Elamur Research (2025–2026), h-index 5 — affiliations, topics…" canonical: "https://research.elamur.ai/free/en/authors/linzhuang-sun/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/linzhuang-sun/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Linzhuang Sun # Linzhuang Sun Linzhuang Sun has 4 papers in our library, in 2025–2026, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Code & programming languages](https://md.research.elamur.ai/free/en/topics/code-and-programming/), [Semantic parsing & meaning representation](https://md.research.elamur.ai/free/en/topics/semantic-parsing/); often with [Bihui Yu](https://md.research.elamur.ai/free/en/authors/bihui-yu/), [Fan Yang](https://md.research.elamur.ai/free/en/authors/fan-yang/), [Hao Liang](https://md.research.elamur.ai/free/en/authors/hao-liang/). 4 papers in our library · 2025–2026 [OpenAlex](https://openalex.org/A5101227392) · [ORCID](https://orcid.org/0000-0003-0363-3607) · [**h-index 5**](https://openalex.org/authors/A5101227392) · [17 works](https://openalex.org/works?filter=author.id:A5101227392) · [45 citations](https://openalex.org/works?filter=author.id:A5101227392&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 4 works in our library](https://md.research.elamur.ai/free/en/authors/linzhuang-sun/#papers) · [🔗 Cited 151 times in our library](https://md.research.elamur.ai/free/en/authors/linzhuang-sun/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #8978](https://md.research.elamur.ai/free/en/paper-stars/page/90/#star-8978) 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=Linzhuang+Sun) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Linzhuang+Sun) · [dblp](https://dblp.org/search?q=Linzhuang+Sun) · [ACL Anthology](https://aclanthology.org/search/?q=Linzhuang+Sun) ## Affiliations [🏢**Shenyang Institute of Computing Technology** Shenyang · China 2023–2026 · 13 papers*current*](https://md.research.elamur.ai/free/en/companies/shenyang-institute-of-computing-technology/) · [🏛️**Chinese Academy of Sciences** Beijing · China 2023–2025 · 12 papers](https://md.research.elamur.ai/free/en/government/chinese-academy-of-sciences/) · [🎓**University of Chinese Academy of Sciences** Beijing · China 2023–2025 · 10 papers](https://md.research.elamur.ai/free/en/universities/university-of-chinese-academy-of-sciences/) 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 10 The field of science this work belongs to (OpenAlex fields).[Computer Science · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Artificial Intelligence · 4 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Medicine · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/) · [Health Informatics · 1 work](https://md.research.elamur.ai/free/en/shelves/medicine/health-informatics/) · [Computer Networks and Communications · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-networks-and-communications/) · [Control and Systems Engineering · 1 work](https://md.research.elamur.ai/free/en/shelves/engineering/control-and-systems-engineering/) · [Engineering · 1 work](https://md.research.elamur.ai/free/en/shelves/engineering/) 🧭 Topics 4 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) · [Code & programming languages · 1 work](https://md.research.elamur.ai/free/en/topics/code-and-programming/) · [Semantic parsing & meaning representation · 1 work](https://md.research.elamur.ai/free/en/topics/semantic-parsing/) ## Works by year ### 2020s [**2026** 3 papers](https://md.research.elamur.ai/free/en/authors/linzhuang-sun/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/linzhuang-sun/year/2025/) ## Papers The most cited first (OpenAlex and our library). 1. **[MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification](https://md.research.elamur.ai/free/en/papers/sun-2025-mm-verify-enhancing-multimodal-reasoning/)** *(2025 · 19 citations)* The paper targets two gaps in multimodal math reasoning. There is no strong verifier for checking answers from multimodal LLMs, and there is little long chain-of-thought (CoT) training data with images. The authors build two 7B models. MM-Verifier is an outcome reward model that judges whether a solution to an… 2. **[Baichuan-M3: Modeling Clinical Inquiry for Reliable Medical Decision-Making](https://md.research.elamur.ai/free/en/papers/team-2026-m3-baichuan-m3-modeling-clinical/)** *(2026 · 2 citations)* Medical LLMs score well on static benchmarks but often stall in real consultations: they rarely ask for missing facts, and they may hallucinate when filling gaps. 3. **[Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration](https://md.research.elamur.ai/free/en/papers/sun-2026-rethinking-text-sql-dynamic-multi/)** *(2026)* Most Text-to-SQL benchmarks test one-shot translation of a fixed question into a read-only query. Real database work is different: users refine goals over several turns and often need to change data, not just read it. The authors introduce DySQL-Bench to evaluate LLM agents in this setting. It contains 1,072… 4. **[Training Verifier to Assessing Complex Real-World Tool-Use Trajectories](https://md.research.elamur.ai/free/en/papers/sun-2026-training-verifier-assessing-complex-real/)** *(2026)* LLM agents that handle multi-turn customer-service style tasks need training dialogues that reflect real user–agent collaboration. ## All works 5 works of theirs in our library, the most cited first; 4 with a page here, the others link their original until we summarise them. 1. **[ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning ↗](https://arxiv.org/abs/2503.19470) arXiv:2503.19470 · no summary yet**Mingyang Chen et al.*2025 · 99 citations* 2. **[MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification](https://md.research.elamur.ai/free/en/papers/sun-2025-mm-verify-enhancing-multimodal-reasoning/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Linzhuang Sun, Hao Liang, Jingxuan Wei, et al.*2025 · 19 citations* 3. [**Baichuan-M3: Modeling Clinical Inquiry for Reliable Medical Decision-Making arXiv:2602.06570**Chengfeng Dou, Fan Yang, Fei Li, et al.*2026 · 2 citations*](https://md.research.elamur.ai/free/en/papers/team-2026-m3-baichuan-m3-modeling-clinical/) 4. **[Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration](https://md.research.elamur.ai/free/en/papers/sun-2026-rethinking-text-sql-dynamic-multi/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Linzhuang Sun, Tianyu Guo, Hao Liang, et al.*2026* 5. **[Training Verifier to Assessing Complex Real-World Tool-Use Trajectories](https://md.research.elamur.ai/free/en/papers/sun-2026-training-verifier-assessing-complex-real/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Linzhuang Sun, Mingyang Chen, Hao Liang, et al.*2026* ## Co-authors here 12 of 18 co-authors with a page, the most papers together first. - [Bihui Yu](https://md.research.elamur.ai/free/en/authors/bihui-yu/) ×3 - [Fan Yang](https://md.research.elamur.ai/free/en/authors/fan-yang/) ×3 - [Hao Liang](https://md.research.elamur.ai/free/en/authors/hao-liang/) ×3 - [Jingxuan Wei](https://md.research.elamur.ai/free/en/authors/jingxuan-wei/) ×3 - [Tianpeng Li](https://md.research.elamur.ai/free/en/authors/tianpeng-li/) ×3 - [Wentao Zhang](https://md.research.elamur.ai/free/en/authors/wentao-zhang/) ×3 - [Tianyu Guo](https://md.research.elamur.ai/free/en/authors/tianyu-guo/) ×2 - [Bin Cui](https://md.research.elamur.ai/free/en/authors/bin-cui/) - [Chengfeng Dou](https://md.research.elamur.ai/free/en/authors/chengfeng-dou/) - [Chenzheng Zhu](https://md.research.elamur.ai/free/en/authors/chenzheng-zhu/) - [Fei Li](https://md.research.elamur.ai/free/en/authors/fei-li/) - [Jiyuan Jia](https://md.research.elamur.ai/free/en/authors/jiyuan-jia/) ## 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/) ×2: [Findings of the Association for Computational Linguistics 2026](https://md.research.elamur.ai/free/en/venues/findings/2026/) ×2 - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2025](https://md.research.elamur.ai/free/en/venues/acl/2025/) ## Cited by Papers of our library cite their works 151 times (of the 149,439 papers whose bibliographies we read); [42 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/linzhuang-sun/cited-by/). Updated 1 November 2026