Distributed Connectionist Knowledge Representations in Script/Goal-Based Story Understanding (1990)
Geunbae Lee and Risto Miikkulainen
This paper describes construction of distributed semantic representations (DSRs) which have many symbol-like properties while retaining the nice features of PDP (Parallel Distributed Processing) representations. DSRs are formed by encoding structured objects as triples in auto-associative recurrent PDP networks. DYNASTY is a distributed connectionist model of story paraphraser, which reads script/goal-based stories and generates full inference chains describing the stories.
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In Proceedings of Seoul International Conference on Natural Language Processing (SICONLP-90), 339-350, Seoul, Korea, 1990. Seoul National University Language Research Institute.
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Risto Miikkulainen Faculty risto [at] cs utexas edu