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Large language model-based task planning for service robots: A review | Synapse
March 3, 2026
Open Access
Large language model-based task planning for service robots: A review
SB
Shaohan Bian
Yanshan University
YZ
Ying Zhang
Fujian University of Traditional Chinese Medicine
GT
Guohui Tian
Shandong University
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Key Points
Task planning frameworks using large language models can enhance robotic performance and user interaction capabilities.
Recent advancements focus on integrating natural language processing with service robots to streamline task execution in real-world scenarios.
The review examines various robotic frameworks and how they leverage large language model techniques for efficient task management.
The implications of these developments suggest a transformative impact on how service robots communicate and operate in everyday environments.
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Bian et al. (Sun,) studied this question.
synapsesocial.com/papers/69a75f2ac6e9836116a2a572
https://doi.org/https://doi.org/10.1016/j.birob.2026.100274