--- title: "Siyuan Wang — author profile and papers · Reasoning" description: "Siyuan Wang, University of Southern California: 6 papers on Elamur Research (2023–2026), h-index 0 — affiliations, topics, co-authors and…" canonical: "https://research.elamur.ai/free/en/authors/siyuan-wang/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/siyuan-wang/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Siyuan Wang # Siyuan Wang Siyuan Wang has 6 papers in our library, in 2023–2026, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/), [Evaluation & benchmarks](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/), [Legal AI](https://md.research.elamur.ai/free/en/topics/legal-ai/); often with [Zhongyu Wei](https://md.research.elamur.ai/free/en/authors/zhongyu-wei/), [Xuanjing Huang](https://md.research.elamur.ai/free/en/authors/xuanjing-huang/), [Bingxuan Li](https://md.research.elamur.ai/free/en/authors/bingxuan-li/). 6 papers in our library · 2023–2026 [OpenAlex](https://openalex.org/A5139761082) · [**h-index 0**](https://openalex.org/authors/A5139761082) · [3 works](https://openalex.org/works?filter=author.id:A5139761082) · [0 citations](https://openalex.org/works?filter=author.id:A5139761082&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 6 works in our library](https://md.research.elamur.ai/free/en/authors/siyuan-wang/#papers) · [🔗 Cited 133 times in our library](https://md.research.elamur.ai/free/en/authors/siyuan-wang/cited-by/) · [⭐ Paper Stars ranking: #6908](https://md.research.elamur.ai/free/en/paper-stars/page/70/#star-6908) 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=Siyuan+Wang) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Siyuan+Wang) · [dblp](https://dblp.org/search?q=Siyuan+Wang) · [ACL Anthology](https://aclanthology.org/search/?q=Siyuan+Wang) ## Affiliations [🎓**University of Southern California** Los Angeles · United States 2026 · 1 paper*current*](https://md.research.elamur.ai/free/en/universities/university-of-southern-california/) 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 9 The field of science this work belongs to (OpenAlex fields).[Computer Science · 6 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 6 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 4 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Law · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/law/) · [Political Science and International Relations · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/political-science-and-international-relations/) · [Computer Vision and Pattern Recognition · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [Human-Computer Interaction · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/human-computer-interaction/) 🧭 Topics 4 Research subjects and languages the work is about.[Legal AI · 1 work](https://md.research.elamur.ai/free/en/topics/legal-ai/) · [Evaluation & benchmarks · 1 work](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [Reasoning · 2 works](https://md.research.elamur.ai/free/en/topics/reasoning/) · [Vision & language · 1 work](https://md.research.elamur.ai/free/en/topics/multimodal/) ## Works by year ### 2020s [**2026** 4 papers](https://md.research.elamur.ai/free/en/authors/siyuan-wang/year/2026/) · [**2025** 1 paper](https://md.research.elamur.ai/free/en/authors/siyuan-wang/year/2025/) · [**2023** 1 paper](https://md.research.elamur.ai/free/en/authors/siyuan-wang/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[DISC-LawLLM: Fine-tuning Large Language Models for Intelligent Legal Services](https://md.research.elamur.ai/free/en/papers/yue-2023-disc-lawllm-fine-tuning-large/)** *(2023 · 121 citations)* DISC-LawLLM targets a gap in Chinese legal AI. Earlier legal LLMs mostly handled plain question answering, but real legal work needs structured legal reasoning and accurate use of statutes that change over time. The authors built DISC-Law-SFT, a supervised fine-tuning collection of about 403K instructions. They drew… 2. **[Benchmark Self-Evolving: A Multi-Agent Framework for Dynamic LLM Evaluation](https://md.research.elamur.ai/free/en/papers/wang-2025-benchmark-self-evolving-multi-agent/)** *(2025 · 30 citations)* Static benchmarks age quickly as LLMs improve. Their test sets may also leak into training data, which inflates scores. Rather than annotating new datasets from scratch, the authors update existing ones automatically. Their framework has three goals: 3. **[Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better](https://md.research.elamur.ai/free/en/papers/wang-2026-autoregressive-semantic-visual-reconstruction-helps/)** *(2026 · 7 citations)* Most large vision-language models (LVLMs) such as LLaVA receive training signal only on their text answers. 4. **[Interleaved Latent Visual Reasoning with Selective Perceptual Modeling](https://md.research.elamur.ai/free/en/papers/dong-2026-interleaved-latent-visual-reasoning-selective/)** *(2026 · 5 citations)* Multimodal LLMs can reason better when they interleave intermediate images with their textual chain of thought. 5. **[MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution](https://md.research.elamur.ai/free/en/papers/sun-2026-magnet-adaptive-gui-agents-memory/)** *(2026)* Mobile GUI agents built on multimodal LLMs tend to break when apps are updated. Icons get redesigned ("appearance drift") and navigation paths get reorganized ("workflow drift"), so models trained on older interface snapshots stop working. The authors observe that what an element does, and what a user wants to… 6. **[Simple-VGC: Enhancing Visual Grounding in Multimodal Reasoning via Adaptive Tool Composition](https://md.research.elamur.ai/free/en/papers/wang-2026-simple-vgc-enhancing-visual-grounding/)** *(2026)* Multimodal large language models (MLLMs) often lose track of visual evidence while reasoning. The authors identify three distinct grounding failures. Long-Context Grounding Error occurs when the image's influence fades over long outputs. Fine-Grained Grounding Error occurs when low resolution hides details. Regional… ## Co-authors here 12 of 20 co-authors with a page, the most papers together first. - [Zhongyu Wei](https://md.research.elamur.ai/free/en/authors/zhongyu-wei/) ×6 - [Xuanjing Huang](https://md.research.elamur.ai/free/en/authors/xuanjing-huang/) ×2 - [Bingxuan Li](https://md.research.elamur.ai/free/en/authors/bingxuan-li/) - [Chenglin Li](https://md.research.elamur.ai/free/en/authors/chenglin-li/) - [Dianyi Wang](https://md.research.elamur.ai/free/en/authors/dianyi-wang/) - [Haowen Hou](https://md.research.elamur.ai/free/en/authors/haowen-hou/) - [Jiaqi Wang](https://md.research.elamur.ai/free/en/authors/jiaqi-wang/) - [Kaicheng Yu](https://md.research.elamur.ai/free/en/authors/kaicheng-yu/) - [Qianglong Chen](https://md.research.elamur.ai/free/en/authors/qianglong-chen/) - [Shuai Dong](https://md.research.elamur.ai/free/en/authors/shuai-dong/) - [Wei Chen](https://md.research.elamur.ai/free/en/authors/wei-chen/) - [Wei Song](https://md.research.elamur.ai/free/en/authors/wei-song/) ## 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/) ×3: [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) ×3 - [International Conference on Computational Linguistics (COLING)](https://md.research.elamur.ai/free/en/venues/coling/): [COLING 2025](https://md.research.elamur.ai/free/en/venues/coling/2025/) - [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/) ## Cited by Papers of our library cite their works 133 times (of the 149,439 papers whose bibliographies we read); [28 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/siyuan-wang/cited-by/). Updated 2 November 2026