Teaching Robots Generalizable Hierarchical Tasks Through Natural Language Instruction.

Natural language provides a convenient means of communicating information, and as such, is an ideal medium for enabling nonexpert users to teach robots novel tasks. However, in order to take advantage of natural language, a series of challenges must first be overcome. These challenges include the need to a) generalize learnt tasks to novel scenarios without retraining, b) resolve problems encounte...