NarraGuide: an LLM-based Narrative Mobile Robot for Remote Place Exploration
Yaxin Hu, Arissa J. Sato, Jingxin Du, Chenming Ye, Anjun Zhu, Pragathi Praveena, Bilge Mutlu

TL;DR
NarraGuide is a robot that uses large language models to provide narrative guidance during remote exploration, enhancing user experience and situational awareness in unfamiliar environments.
Contribution
This work introduces a novel LLM-based narrative system integrated into a mobile robot for remote exploration, demonstrated through deployment in a real-world museum setting.
Findings
Users engaged actively with the robot's narrative guidance.
Participants appreciated the dialogue-based exploration experience.
The system effectively supported remote learning about the environment.
Abstract
Robotic telepresence enables users to navigate and experience remote environments. However, effective navigation and situational awareness depend on users' prior knowledge of the environment, limiting the usefulness of these systems for exploring unfamiliar places. We explore how integrating location-aware LLM-based narrative capabilities into a mobile robot can support remote exploration. We developed a prototype system, called NarraGuide, that provides narrative guidance for users to explore and learn about a remote place through a dialogue-based interface. We deployed our prototype in a geology museum, where remote participants (n=20) used the robot to tour the museum. Our findings reveal how users perceived the robot's role, engaged in dialogue in the tour, and expressed preferences for bystander encountering. Our work demonstrates the potential of LLM-enabled robotic capabilities…
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