domain-independent knowledge

Terms from Artificial Intelligence: humans at the heart of algorithms

Domain-independent knowledge is the kind of common sense or general knowledge that one has without studying a specific topic or area of expertise. Simple domain-independent knowledge, such as the idea of generalising from past examples, may be implicitly built inot the way algoritms work. More extensive domain-independent knowledge, such as the fact that cats chase birds, is far harder for machines, yet simple for humans. The long standing CYC Project project is one attempt to deal with ths and one can arge the large language models do capture some level of general knowledge albiet implicitly in the deep neural network weights. Domain-independent knowledge is used in contrast with domain-dependent knowledge, the specialised knowkedge of a specific area.

Defined on pages 16, 31

Used on pages 16, 30, 31, 34, 77, 90, 424, 430, 431

Also known as common sense, general knowledge, domain-independent