Towards Understanding Hierarchical Natural Language Commands for Robotic Navigation and Manipulation
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MIT-CSAIL-TR-2011-007.pdf
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Author(s) • • • • • •
Kollar, Thomas
Dickerson, Steven
Tellex, Stefanie
Banerjee, Ashis Gopal
Walter, Matthew R.
Teller, Seth
Roy, Nicholas
Advisor(s)
Nick Roy
Date Issued
February 1, 2011
Series/Report no.
MIT-CSAIL-TR-2011-007
Abstract
We describe a new model for understanding hierarchical natural language commands for robot navigation and manipulation. The model has three components: a semantic structure that captures the hierarchical structure of language; a cost function that maps the command's semantic structure to the robot's sensorimotor capabilities; and an efficient search method for finding the lowest-cost plan. We present a proof-of-concept system that carries out navigation commands in a simulated setting.
Subjects
graphical models
SDC
ESDC
grounding
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