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Advanced Robotics Research
Grounding Large Language Models for Robot Task Planning Using Closed‐Loop State Feedback
2025
Planning algorithms break complex problems into sequential steps for robots. Recent work employs Large Language Models (LLMs) to generate robot policies directly from natural language in simulation and real‐world settings. Models such as GPT‐5 generalize to u…
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Robot

Machine capable of carrying out a complex series of actions automatically

A robot is a machine—especially one programmable by a computer—capable of carrying out a complex series of actions automatically. A robot can be guided by an external control device, or the control may be embedded within. Robots may be constructed to evoke human form, but most robots are task-performing machines, designed with an emphasis on stark functionality, rather than expressive aesthetics.

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Advanced Robotics Research
Grounding Large Language Models for Robot Task Planning Using Closed‐Loop State Feedback
2025
Planning algorithms break complex problems into sequential steps for robots. Recent work employs Large Language Models (LLMs) to generate robot policies directly from natural language in simulation and real‐world settings. Models such as GPT‐5 generalize to unseen tasks but often hallucinate because they lack sufficient environmental grounding; supplying state feedback improves robustness. We introduce a task‐planning method that uses two LLMs—one for high‐level planning and one for low‐level control—thereby raisi…
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Computer Science
Control Engineering
Engineering
Artificial Intelligence
Computer Security
Systems Engineering
Electrical Engineering
Mathematics
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Algorithm