There has already been a good bit of discussion on Quora about the role of Prolog in IBM Watson, above. More generally, this has been expressed as the role of rule based artificial intelligence versus machine learning in artificial intelligence. The broader field is referred to as automated question answeringor question answering systems, listed in Wikipedia simply as Question answering.
How is Prolog being used with deep learning in question answering systems?
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