Connectionist symbol processing: any progress?
Brian Hazlehurst
brianh at shn.net
Wed Aug 12 20:31:22 EDT 1998
Dave Touretsky's question about the state of research in
connectionist symbol processing has elicited interesting
responses showing that some interpret the problem as
computational, some see the problem as biological, while
others see the problem as more narrowly neurological. To this
mix, let me add a view that the problem of symbols is (also)
social and historical. If this idea interests you, I invite
you to read a recent publication:
The Emergence of Propositions from the Co-ordination of
Talk and Action in a Shared World
Brian Hazlehurst brianh at shn.net
Edwin Hutchins hutchins at cogsci.ucsd.edu
Abstract:
We present a connectionist model that demonstrates
how propositional structure can emerge from the interactions
among members of a community of simple cognitive agents.
We first describe a process in which agents coordinating
their actions and verbal productions with each other in
a shared world leads to the development of propositional
structures. We then present a simulation model which
implements the process for generating propositions from
scratch.
We report and discuss the behavior of the model in
terms of its ability to produce three properties of
propositions: (1) a coherent lexicon characterized by
shared form-meaning mappings; (2) conventional structure
in the sequence of forms; (3) the predication of spatial
facts. We show that these properties do not emerge when
a single individual learns the task alone and conclude that
the properties emerge from the demands of the communication
task rather than from anything inside the individual agents.
We then show that the shared structural principles can be
described as a grammar, and discuss the implications of this
demonstration for theories concerning the origins of the
structure of language.
In: K. Plunket (Ed.), Language Acquisition and Connectionism.
Special Issue of *Language and Cognitive Processes*, 1998,
13 (2/3), 373-424.
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Brian Hazlehurst
Chief Scientist
Sapient Health Network
brianh at shn.net
www.shn.net
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