Abstract
Linguistic and philosophical theories of semantics have usually ignored the problem of explaining how the meanings of predicates are initially acquired. In this paper we propose that connectionist models may give a computational account of this process via extracting regularities from perceptual inputs and associating them with one another. We present results from two simple preliminary experiments, one in which a connectionist network associates labels with visual images with no external teacher, and a second in which a network associates simple sentences with with simple sequences of visual images, or “movies“. While these simulations are simply suggestive, they point the way to a more complete model.
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References
Chauvin, Yves (1988) Symbol acquisition in humans and neural (PDP) networks. Unpublished Ph.D. thesis, Department of Psychology, University of California, San Diego.
Cottrell, G. (1987). Toward connectionist semantics. In Theoretical Issues in Natural Language Processing-3: Position Papers, Yorick Wilks (Ed.). Reprinted in (1989) Theoretical Issues in Natural Language Processing, Hillsdale: Lawrence Erlbaum.
Cottrell, G. W. & Fleming, M. K. (1990) Face recognition using unsupervised feature extraction (1990) In Proceedings of the International Neural Network Conference. Paris, France.
Cottrell, G., Munro, P. and Zipser D. (1987) Learning internal representations from gray-scale images: An example of extensional programming. In Proceedings of the Ninth Annual Cognitive Science Society Conference, Seattle, Wa.
Elman, J. (1990) Finding structure in time.Cognitive Science, 14.
Katz, J. J. and Fodor, J. A. (1963) The structure of semantic theory. Language 39, 170–210.
Markman, E. M. Constraints children place on word meanings. Cognitive Science, 14, 57–77.
Miller, G. A. & Johnson-Laird, P. N. (1976) Language and Perception. Cambridge, Mass.: Harvard University Press.
Rosch, E. (1975). Cognitive representations of semantic categories. Journal of Experimental Psychology: General, 104, 192–233.
Rumelhart, D.E., Smolensky, P.E., Mlelland, J.L. & Hinton, G.E. (1986) Schemata and sequential thought processes in PDP models. In J.L. McClelland & D.E. Rumelhart (Eds.) Parallel Distributed Processing: Explorations in the microstructure of cognition, Vol. 2. Cambridge, MA: MIT Press/Bradford books.
St. John, M. F. The Story Gestalt: Text Comprehension by Cue-based Constraint Satisfaction. Technical Report available from the Cognitive Science Department, University of California at San Diego, La Jolla, Ca.
Winograd, T. and Flores, F. (1986) Understanding computers and cognition: A new foundation for design. Norwood, NJ: Ablex.
Woods, William A. (1975) What’s in a link? In D. G. Bobrow & A. M. Collins (Eds), Representation and Understanding: Studies in Cognitive Science New York: Academic Press
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Cottrell, G.W., Bartell, B., Haupt, C. (1990). Grounding Meaning in Perception. In: Marburger, H. (eds) GWAI-90 14th German Workshop on Artificial Intelligence. Informatik-Fachberichte, vol 251. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-76071-6_35
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DOI: https://doi.org/10.1007/978-3-642-76071-6_35
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-53132-6
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