--- title: "Marianne Menglin Liu — author profile and papers in our library" description: "Marianne Menglin Liu: 2 papers on Elamur Research (2026) — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/marianne-menglin-liu/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/marianne-menglin-liu/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Marianne Menglin Liu # Marianne Menglin Liu Marianne Menglin Liu has 2 papers in our library, in 2026; often with [Dan Roth](https://md.research.elamur.ai/free/en/authors/dan-roth/), [Morteza Dehghani](https://md.research.elamur.ai/free/en/authors/morteza-dehghani/), [Sujith Ravi](https://md.research.elamur.ai/free/en/authors/sujith-ravi/). 2 papers in our library · 2026 No OpenAlex profile matched yet. [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/marianne-menglin-liu/#papers) · 🔗 Cited 3 times in our library · [⭐ Paper Stars ranking: #10162](https://md.research.elamur.ai/free/en/paper-stars/page/102/#star-10162) 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=Marianne+Menglin+Liu) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Marianne+Menglin+Liu) · [dblp](https://dblp.org/search?q=Marianne+Menglin+Liu) · [ACL Anthology](https://aclanthology.org/search/?q=Marianne+Menglin+Liu) ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 6 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/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) ## Works by year ### 2020s [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/marianne-menglin-liu/year/2026/) ## Papers The most cited first (OpenAlex and our library). 1. **[LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding](https://md.research.elamur.ai/free/en/papers/sourati-2026-lad-rag-layout-aware-dynamic/)** *(2026 · 4 citations)* Retrieval-augmented generation over long, visually rich documents (slides, reports, papers) often fails on questions whose answers are spread across several pages. 2. **[ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering](https://md.research.elamur.ai/free/en/papers/liu-2026-toolscope-enhancing-llm-agent-tool/)** *(2026 · 4 citations)* LLM agents often choose the wrong external tool when a toolset contains many near-duplicate tools with similar names and descriptions. Large toolsets also overflow the model's input window. ToolScope (Oracle AI) addresses both problems without fine-tuning. ## Co-authors here 6 co-authors with a page, the most papers together first. - [Dan Roth](https://md.research.elamur.ai/free/en/authors/dan-roth/) ×2 - [Morteza Dehghani](https://md.research.elamur.ai/free/en/authors/morteza-dehghani/) - [Sujith Ravi](https://md.research.elamur.ai/free/en/authors/sujith-ravi/) - [Tao Sheng](https://md.research.elamur.ai/free/en/authors/tao-sheng/) - [Zheng Wang](https://md.research.elamur.ai/free/en/authors/zheng-wang/) - [Zhivar Sourati](https://md.research.elamur.ai/free/en/authors/zhivar-sourati/) ## 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 3 times (of the 149,439 papers whose bibliographies we read). Updated 1 November 2026