Context Word: Japan. 
Question: PersonX has never been to Japan, but PersonY has, which makes _ less knowledgeable on Japanese culture. 
Answer: PersonX
PersonX has never been to Japan, but PersonY has, which makes _ more knowledgeable on Japanese culture.