Absolutely, I fully agree!
In fact, I think precisely due to this elementary difference, it is reasonable to expect it to take longer for Prolog implementations to reach the practical applicability we are now seeing in neural networks after a few decades of research and improvements.
* I mean seriously it's fantastically expressive: parsing, constraint logic, expert systems, database interaction-- all look and feel completely native, it's beautiful.