RAG Makes Guardrails Unsafe? Investigating Robustness of Guardrails under RAG-style Contexts. - Yining She; Daniel W. Peterson; Marianne Menglin Liu; Vikas Upadhyay; Mohammad Hossein Chaghazardi; Eunsuk Kang; Dan Roth 001 (CoRR, 2025)

LAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding. - Zhivar Sourati; Zheng Wang; Marianne Menglin Liu; Yazhe Hu; Mengqing Guo; Sujeeth Bharadwaj; Kyu J. Han; Tao Sheng; Sujith Ravi; Morteza Dehghani; Dan Roth 001 (CoRR, 2025)

ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering. - Marianne Menglin Liu; Daniel Garcia; Fjona Parllaku; Vikas Upadhyay; Syed Fahad Allam Shah; Dan Roth 001 (CoRR, 2025)

OraPlan-SQL: A Planning-Centric Framework for Complex Bilingual NL2SQL Reasoning. - Marianne Menglin Liu; Sai Ashish Somayajula; Syed Fahad Allam Shah; Sujith Ravi; Dan Roth 001 (CoRR, 2025)