Abstract
Since 1984, a person-century of effort has gone into building CYC, a universal schema of roughly 105 general concepts spanning human reality. Most of the time has been spent codifying knowledge about these concepts; approximately 106 commonsense axioms have been handcrafted for and entered into CYC's knowledge base, and millions more have been inferred and cached by CYC. This article examines the fundamental assumptions of doing such a large-scale project, reviews the technical lessons learned by the developers, and surveys the range of applications that are or soon will be enabled by the technology.
- 1 Guha, R. V. and Lenat, D. B. CYC: Enabling agents to work together. Commun. ACM 37, 7 (July 1994). Google ScholarDigital Library
- 2 Lenat, D. B.and Brown, J. S. Why AM and Eurisko appear to work.J. Artif Intell., 23 (1984), 269-294. Google ScholarDigital Library
- 3 Lenat, D. B. and Guha, R. V. Building Large Knowledge Bases. Addison-Wesley, Reading, Mass., 1990.Google Scholar
- 4 D. B. Lenat and R. V. Guha. Ideas for Applying Cyc. MCC Technical Report ACT-CYC-407-91. December, 1991.Google Scholar
- 5 Lenat, D.B., Guha, R. V., Pittman, K., Pratt, D., and Shepherd, M. CYC: Toward programs with common sense. Commun. ACM (Aug., 1990). Google ScholarDigital Library
- 6 McCarthy, J. Programs with common sense. In Readings In Knowledge Representation, H. Levesque and R. Brachman, Eds. Morgan Kaufmann, Los Mtos, Calif., 1986.Google Scholar
- 7 McCarthy, J. and Hayes, P.J. Some philosophical problems from the standpoint of AI. In Readings In Nonmonotonic Reasoning, M. Ginsberg, Ed. Morgan Kaufmann, Los Mtos, Calif., 1987. Google ScholarDigital Library
- 8 Pittman, K. and Lenat, D.B. Representing knowledge in CYC-9. MCC Tech. Rep. CYC-175-93P, 1993.Google Scholar
- 9 Quine, W.V. Natural kinds. In Ontological Relativity and Other Essays. Columbia University Press, New York, 1969.Google ScholarCross Ref
Index Terms
- CYC: a large-scale investment in knowledge infrastructure
Recommendations
Cyc: A Midterm Report
After explicating the need for a large commonsense knowledge base spanning human consensus knowledge, we report on many of the lessons learned over the first five years of attempting its construction. We have come a long way in terms of methodology, ...
Sub-symbolic mapping of Cyc microtheories in data-driven "conceptual" spaces
KES'07/WIRN'07: Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part IThe presented work aims to combine statistical and cognitive-oriented approaches with symbolic ones so that a conceptual similarity relationship layer can be added to a Cyc KB microtheory. Given a specific microtheory, a LSA-inspired conceptual space is ...
Tucking RCC in Cyc's ontological bed
IJCAI'03: Proceedings of the 18th international joint conference on Artificial intelligenceFormalisms and axiomatic theories are designed to support reasoning, they are often intended with a preferred interpretation and a targeted ontology. Questions of proper interpretations and of the possible challenge of an intended interpretation arise ...
Comments