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Finding Structure in Time
  • J. Elman
  • Psychology
    Cogn. Sci.
  • 1 March 1990
TLDR
A proposal along these lines first described by Jordan (1986) which involves the use of recurrent links in order to provide networks with a dynamic memory and suggests a method for representing lexical categories and the type/token distinction is developed.
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The TRACE model of speech perception
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Learning and development in neural networks: the importance of starting small
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Distributed representations, simple recurrent networks, and grammatical structure
AbstractIn this paper three problems for a connectionist account of language are considered1.What is the nature of linguistic representations?2.How can complex structural relationships such as…
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Distributed Representations, Simple Recurrent Networks, And Grammatical Structure
  • J. Elman
  • Linguistics
    Machine Learning
  • 1 September 1991
In this paper three problems for a connectionist account of language are considered:1. What is the nature of linguistic representations?2. How can complex structural relationships such as constituent…
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Coherence and Coreference Revisited
TLDR
The results suggest that pronoun interpretation is incrementally influenced by probabilistic expectations that hearers have regarding what coherence relations are likely to ensue, together with their expectations about what entities will be mentioned next, which, crucially, are conditioned on those coherence Relations.
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Frequency of Basic English Grammatical Structures: A Corpus Analysis.
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On the Meaning of Words and Dinosaur Bones: Lexical Knowledge Without a Lexicon
  • J. Elman
  • Linguistics
    Cogn. Sci.
  • 1 June 2009
TLDR
A set of studies whose results indicate that event knowledge plays a significant role in early stages of sentence processing and structural analysis are reviewed, which poses a conundrum for traditional views of the lexicon.
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Knowing a lot for one's age: Vocabulary skill and not age is associated with anticipatory incremental sentence interpretation in children and adults.
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Cognitive penetration of the mechanisms of perception: Compensation for coarticulation of lexically restored phonemes
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