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Computer Science, 1987-2025

Permanent URI for this collectionhttps://theses-dissertations.princeton.edu/handle/88435/dsp01mp48sc83w

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Browsing Computer Science, 1987-2025 by Author "Arnold, Christian T."

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    LLM Supervised ReAct Agents for Travel Planning

    (2025-04-10) Arnold, Christian T.; Bangalore, Srinivas

    Constraint driven travel planning, easy for humans, remains difficult for AI systems. We examine the TravelPlanner benchmark provided by Xie et al, and provide the new ManagerAgent architecture for travel planning. We find a preliminary 5% success rate across “Easy” queries, an improvement from 0% success rates reported from other models and frameworks. This thesis details the ManagerAgent for travel planning, providing an in-depth implementation description. Code is available at github.com/ctarnold/TravelPlanner.