Marianne Menglin Liu
Marianne Menglin Liu has 2 papers in our library, in 2026; often with Dan Roth, Morteza Dehghani, Sujith Ravi.
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📄 2 works in our library · 🔗 Cited 3 times in our library · ⭐ Paper Stars ranking: #10162
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Arts and Humanities · 2 worksComputer Science · 2 worksArtificial Intelligence · 2 worksLanguage and Linguistics · 2 worksComputer Vision and Pattern Recognition · 1 workInformation Systems · 1 work
Works by year
2020s
Papers
- LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding (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. - ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering (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.
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