[nl]

To expand on input/action thing I guess you have to deal with the issue of representation of opposites being similar in many representations.

That leads to parsing, which is... Ok a lot of the time and completely wrong sometimes, and it's difficult to know which is which.

I think that's one of the big problems in NLP still.