Symbol-Grounding Problem

Harnad, Stevan (2003) Symbol-Grounding Problem. [Book Chapter] (In Press)

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The Symbol Grounding Problem is related to the problem of how words get their meanings, and of what meanings are. The problem of meaning is in turn related to the problem of consciousness, or how it is that mental states are meaningful.

Item Type:Book Chapter
Keywords:categorization, computation, consciousness, language, meaning, perceptio, sensorimotor function, reference, robotics, Turing test
Subjects:Computer Science > Robotics
ID Code:3018
Deposited By: Harnad, Stevan
Deposited On:19 Jun 2003
Last Modified:11 Mar 2011 08:55

References in Article

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Cangelosi, A. & Harnad, S. (2001) The Adaptive Advantage of Symbolic Theft Over Sensorimotor Toil:Grounding Language in Perceptual Categories. Evolution of Communication 4(1) 117-142.

Cangelosi, A.; Greco, A.; Harnad, S. From robotic toil to symbolic theft: grounding transfer from entry-level to higher-level categories. Connection Science, June 2000, vol.12, (no.2):143-62.

Frege, G. (1952/1892). On sense and reference. In P. Geach and M. Black, Eds., Translations of the Philosophical Writings of Gottlob Frege. Oxford: Blackwell

Harnad, S. (1990) The Symbol Grounding Problem. Physica D 42: 335-346.

Harnad, S. (1994) Computation Is Just Interpretable Symbol Manipulation: Cognition Isn't. Special Issue on "What Is Computation" Minds and Machines 4:379-390

Harnad, S. (2000) Minds, Machines and Turing: The Indistinguishability of Indistinguishables, Journal of Logic, Language, and Information 9(4): 425-445. (special issue on "Alan Turing and Artificial Intelligence")

Harnad, S. (2001a) What's Wrong and Right About Searle's Chinese Room Argument? In: M. Bishop & J. Preston (eds.) Essays on Searle's Chinese Room Argument. Oxford University Press. h ttp://

Harnad, S. (2001b) No Easy Way Out. The Sciences 41(2) 36-42.

Pylyshyn, Z. W. (1984) Computation and cognition. Cambridge MA: MIT/Bradford

Searle, John. R. (1980) Minds, brains, and programs. Behavioral and Brain Sciences 3 (3): 417-457

Turing, A.M. (1950) Computing Machinery and Intelligence. Mind 49 433-460 [Reprinted in Minds and machines. A. Anderson (ed.), Engelwood Cliffs NJ: Prentice Hall, 1964.]

Barsalou LW Perceptual symbol systems BEHAV BRAIN SCI 22: (4) 577-+ AUG 1999

Bartell, B. & Cottrell, G. W. (1991). A model of symbol grounding in a temporal environment. In AAAI Spring Symposium Workshop

on Connectionism and Natural Language Processing: 142-147.

Chris Malcolm and Tim Smithers. Symbol grounding via a hybrid architecture in an autonomous assembly system. In Pattie Maes, editor, Designing Autonomous Agents, pages 145--168. MIT Press, 1990.

Cummins, Robert (1996). Why There Is No Symbol Grounding Problem, Chapter 9 of: Representations, Targets, and Attitudes. Mit Press.

Freeman, W.J. A neurobiological interpretation of semiotics: meaning, representation, and information. Information Sciences, May 2000, vol.124, (no.1-4):93-102.

Glenberg, AM; Robertson, DA. Symbol grounding and meaning: A comparison of high-dimensional and embodied theories of meaning. JOURNAL OF MEMORY AND LANGUAGE, 2000 OCT, V43 N3:379-401.

Grumbach, A. Grounding symbols into perceptions. Artificial Intelligence Review, April 1996, vol.10, (no.1-2):131-46.

Jackson SA, Sharkey NE Grounding computational engines ARTIF INTELL REV 10: (1-2) 65-82 APR 1996

Jackson, S.A.; Sharkey, N.E. Grounding computational engines. Artificial Intelligence Review, April 1996, vol.10, (no.1-2):65-82.

Jung, D.; Zelinsky, A. Grounded symbolic communication between heterogeneous cooperating robots. Autonomous Robots, June 2000, vol.8, (no.3):269-92.

Jung, D.; Zelinsky, A. Grounded symbolic communication between heterogeneous cooperating robots. Autonomous Robots, June 2000, vol.8, (no.3):269-92.

MacDorman, K. F. (1998). Feature learning, multiresolution analysis, and symbol grounding. A peer commentary on Schyns, Goldstone, and Thibaut's 'The development of features in object concepts'. Behavioral and Brain Sciences.

MacDorman, KF. Feature learning, multiresolution analysis, and symbol grounding. BEHAVIORAL AND BRAIN SCIENCES, 1998 FEB, V21 N1:32+. Pub type: Editorial.

McKevitt, P. From Chinese rooms to Irish rooms: new words on visions for language. Artificial Intelligence Review, April 1996, vol.10, (no.1-2):49-63.

Plunkett, Kim; Sinha, Chris; Moller, Martin F.; Strandsby, Ole. Symbol grounding or the emergence of symbols? Vocabulary growth in children and a connectionist net. Connection Science: Journal of Neural Computing, Artificial Intelligence & Cognitive Research, 1992, v4 (n3-4):293-312.

Prem, E. (1995). Symbol grounding and transcendental logic. In Niklasson L. & Boden M. (eds.), Current Trends in Connectionism, Lawrence Erlbaum, Hillsdale, NJ, pp. 271-282.

Sun, Ron. Symbol grounding: A new look at an old idea. Philosophical Psychology, 2000 Jun, v13 (n2):149-172.

Takeuchi, I.; Furuhashi, T. Acquisition of manipulative grounded symbols for integration of symbolic processing and stimulus-reaction type parallel processing. Advanced Robotics, 1998, vol.12, (no.3):271-87.

Tani, J. (1996) Does Dynamics Solve the Symbol Grounding Problem of Robots? An Experiment in Navigation Learning. Learning in Robots and Animals - Working Notes. AISB'96 workshop, Brighton, UK.

Thompson E. Symbol grounding: a bridge from artificial life, to artificial intelligence. Brain and Cognition, 1997 Jun, 34(1):48-71.

Thompson, E. Symbol grounding: A bridge from artificial life to artificial intelligence. BRAIN AND COGNITION, 1997 JUN, V34 N1:48-71.


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