No subject
Bob Allen
rba at flash.bellcore.com
Wed Jun 1 10:46:25 EDT 1988
Subject: Report Available
Sequential Connectionist Networks
for Answering Simple Questions about a Microworld*#
Robert B. Allen
2A-367
Morristown, NJ 07960-1910
rba at bellocre.com
Sequential back-propagation networks were trained to answer
simple questions about objects in a microworld. The networks
transferred the ability to answer this type of question to
patterns on which they had not been trained. Moreover, the
networks were shown to have developed expectations about the
objects even when they were not present in the microworld. A
variety of architectures were tested using this paradigm and the
addition of channel-specific hidden layers was found to improve
performance. Overall, these results are directed to the approach
of building language users with connectionist networks, rather
than language processors.
*To appear in Proceedings Cognitive Science Society, 1988.
#Not to be confused with HIMOSTHYLEDYNE of the previous message,
this work introduces hierarchical sequential networks (HSN).
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