arxivcs.CLcs.NE2026-06-28
Travel-Oriented Reasoning Large Language Model via Domain-Specific Knowledge Graphs
Vignesh Ram Nithin Kappagantula, Shayan Hassantabar, Samuel Simpson, Golnaz Moallem
Large language models (LLMs) demonstrate broad reasoning abilities but struggle with accuracy and reliability in specialized domains such as travel, where reasoning depends on precise definitions, rules, and expert-defined conceptual frameworks, and where confident but unfounded…