skip to main content
article
Free Access

CYC: a large-scale investment in knowledge infrastructure

Published:01 November 1995Publication History
Skip Abstract Section

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.

References

  1. 1 Guha, R. V. and Lenat, D. B. CYC: Enabling agents to work together. Commun. ACM 37, 7 (July 1994). Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. 2 Lenat, D. B.and Brown, J. S. Why AM and Eurisko appear to work.J. Artif Intell., 23 (1984), 269-294. Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. 3 Lenat, D. B. and Guha, R. V. Building Large Knowledge Bases. Addison-Wesley, Reading, Mass., 1990.Google ScholarGoogle Scholar
  4. 4 D. B. Lenat and R. V. Guha. Ideas for Applying Cyc. MCC Technical Report ACT-CYC-407-91. December, 1991.Google ScholarGoogle Scholar
  5. 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 ScholarGoogle ScholarDigital LibraryDigital Library
  6. 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 ScholarGoogle Scholar
  7. 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 ScholarGoogle ScholarDigital LibraryDigital Library
  8. 8 Pittman, K. and Lenat, D.B. Representing knowledge in CYC-9. MCC Tech. Rep. CYC-175-93P, 1993.Google ScholarGoogle Scholar
  9. 9 Quine, W.V. Natural kinds. In Ontological Relativity and Other Essays. Columbia University Press, New York, 1969.Google ScholarGoogle ScholarCross RefCross Ref

Index Terms

  1. CYC: a large-scale investment in knowledge infrastructure

          Recommendations

          Reviews

          Giuseppina Carla Gini

          The CYC project was established in 1984 as a ten-year project aimed at building a generic knowledge-based system expressing commonsense knowledge as used in almost all aspects of everyday life. The long development time of this project is peculiar, because the applications of the system have just started to appear, and it is still questionable whether they will significantly benefit from the whole system. This paper presents the status of the implementation and the first trials of using the system for applications. The technical description notes that the developers had to change their minds more than once in order to be able to express, as rapidly as possible, general concepts that are now ready. Applications are indicated in creating a user model for Mosaic pages, in better uses of word processors, in extending the functionality of email, and so on. This appears to be the largest knowledge base so far built, with orders of magnitude larg<__?__Pub Caret>er than any other. Is CYC necessary__?__ The author recognizes that it is impossible to answer that question now.

          Access critical reviews of Computing literature here

          Become a reviewer for Computing Reviews.

          Comments

          Login options

          Check if you have access through your login credentials or your institution to get full access on this article.

          Sign in

          Full Access

          • Published in

            cover image Communications of the ACM
            Communications of the ACM  Volume 38, Issue 11
            Nov. 1995
            102 pages
            ISSN:0001-0782
            EISSN:1557-7317
            DOI:10.1145/219717
            Issue’s Table of Contents

            Copyright © 1995 ACM

            Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

            Publisher

            Association for Computing Machinery

            New York, NY, United States

            Publication History

            • Published: 1 November 1995

            Permissions

            Request permissions about this article.

            Request Permissions

            Check for updates

            Qualifiers

            • article

          PDF Format

          View or Download as a PDF file.

          PDF

          eReader

          View online with eReader.

          eReader