CYC
CYC is an
example of a frame-based representational system of knowledge, which is, in a
way, the opposite of an expert system. Whereas an expert system has detailed
knowledge of a very narrow domain, the developers of CYC have fed it
information on over 100,000 different concepts from all fields of human
knowledge. CYC also has information of over 1,000,000 different pieces of
“common sense” knowledge about those concepts.
The
system has over 4000 different types
of links that can exist between concepts, such as inheritance, and the “is–a”
relationship that we have already looked at.
The idea
behind CYC was that humans function in the world mainly on the basis of a large
base of knowledge built up over our lifetimes and our ancestors’ lifetimes.
By giving
CYC access to this knowledge, and the ability to reason about it, they felt
they would be able to come up with a system with common sense. Ultimately, they
predict, the system will be built into word processors.
Then word
processors will not just correct your spelling and grammar, but will also point
out inconsistencies in your document.
For
example, if you promise to discuss a particular subject later in your document,
and then forget to do so, the system will point this out to you. They also
predict that search engines and other information retrieval systems will be able
to find documents even though they do not contain any of the words you entered
as your query.
CYC’s
knowledge is segmented into hundreds of different contexts to avoid the problem
of many pieces of knowledge in the system contradicting each other.
In this
way, CYC is able to know facts about Dracula and to reason about him, while
also knowing that Dracula does not really exist.
CYC is
able to understand analogies, and even to discover new analogies for itself, by
examining the similarities in structure and content between different frames
and groups of frames. CYC’s developers claim, for example, that it discovered
an analogy between the concept of “family” and the concept of “country.”
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