For NLU, to convince me the potential, one important evidence I would be particularly interested, is the demonstration of reasoning. Unlike the current black-box model, I would love to see the model give explanation, along with the answer, what it takes to lead such conclusion, be it a rule listed in the manual or case that happened before.
This itself presents several big challenges: how do we represent the concept of reasoning, in mathematical form? Knowledge required or not? What is the representation of such knowledge?
A truly intelligent machine, should be able to take what human takes, a piece of text, then build its knowledge base from there, then answer a question just like human, then give explanation when asked for it.
This itself presents several big challenges: how do we represent the concept of reasoning, in mathematical form? Knowledge required or not? What is the representation of such knowledge?
A truly intelligent machine, should be able to take what human takes, a piece of text, then build its knowledge base from there, then answer a question just like human, then give explanation when asked for it.