Bridging Semantics and Physics with Constrained LLMs for Safe and Trustworthy Robotic Manipulation

Wenhao Hong, Lan Wei, Dandan Zhang

A language-guided robot operating in a real kitchen must do more than produce a plan that appears correct. It must also execute that plan safely in cluttered environments under imp…