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Syntactic structure assembly in human parsing: A computational model based on competitive inhibition and a lexicalist grammar

 Gerard Kempen and Theo Vosse
  
 

Abstract:
We present the design, implementation and simulation results of a psycholinguistic model of human syntactic processing that meets the major empirical criteria. The parser, a major revision of a model published in 1989, operates in conjunction with a lexicalist grammar and is driven by syntactic information associated with heads of phrases (strictly head-driven parsing). The most important innovation is a structure optimization mechanism based on competition by lateral inhibition ('competitive inhibition'). Input words activate lexical frames (elementary trees anchored to input words) in the mental lexicon, and a network of candidate 'unification links' is set up between frame nodes. These links represent tentative attachments that are graded rather than all-or-none. Candidate links that, due to grammatical or 'treehood' constraints, are incompatible, compete for inclusion in the final syntactic tree by sending each other inhibitory signals that reduce the competitor's attachment strength. The outcome of these local and simultaneous competitions is controlled by dynamic parameters, in particular by the Entry Activation and the Activation Decay rate of syntactic nodes, and by the Strength and Strength Build-up rate of unification links. In case of a successful parse, a single syntactic tree is returned that covers the whole input string and consists of lexical frames connected by winning unification links.

Simulations will be reported of the essential psycholinguistic parsing phenomena in both normal and aphasic speakers of English:

* various effects of linguistic complexity (single versus double, center- versus right-hand embeddings of relative clauses, the difference between relative clauses with subject (easier) and object (harder) extraction, the contrast between a complement clause embedded within a relative clause (harder) versus a relative clause embedded within a complement clause (easier);
* effects of local and global, lexical and syntactic ambiguity (including effects of recency and constituent length, and the contrast between local ambiguities that are easy to resolve versus ones that lead to serious garden-path effects);
* context effects of a semantic (plausibility) or syntactic nature (structure priming); and
* effects of agrammatism on parsing performance (in particular the performance of various groups of aphasic patients on several sentence types; data from Caplan & Hildebrandt, 1988).
To our knowledge, the parsing model to be presented is the first one capable of simulating parsing performance not only by normal language users but also by agrammatic patients on a broad range of syntactic structures.

 
 


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