> A human can learn something through a fairly small amount of specific knowledge via written, verbal, etc instruction.

This demands the mastery of language which is a very high bar. Most animals haven't achieved this, so I think if you expect to get a computer to learn this way before being able to reason as well before you consider it having intelligence, you would also have consider most animals not having intelligence as well.