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A memory-based theory of verbal cognition
Authors:Dennis Simon
Institution:Institute of Cognitive Science, University of Colorado
Abstract:The syntagmatic paradigmatic model is a distributed, memory-based account of verbal processing. Built on a Bayesian interpretation of string edit theory, it characterizes the control of verbal cognition as the retrieval of sets of syntagmatic and paradigmatic constraints from sequential and relational long-term memory and the resolution of these constraints in working memory. Lexical information is extracted directly from text using a version of the expectation maximization algorithm. In this article, the model is described and then illustrated on a number of phenomena, including sentence processing, semantic categorization and rating, short-term serial recall, and analogical and logical inference. Subsequently, the model is used to answer questions about a corpus of tennis news articles taken from the Internet. The model's success demonstrates that it is possible to extract propositional information from naturally occurring text without employing a grammar, defining a set of heuristics, or specifying a priori a set of semantic roles.
Keywords:Sentence processing  Semantic memory  Short-term memory  Inference  Bayesian  String  Edit Theory  Expectation Maximization algorithm  Syntagmatic  Paradigmatic
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