Learning Lexical Phonotactics With Simple Recurrent Networks
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چکیده
منابع مشابه
Connectionist Learning of Natural Language Lexical Phonotactics
Connectionist learning of natural language words and their phonetic regularities is presented. The Neural Network (NN) model we employ in this problem is the Simple Recurrent Network, trained with the Backpropagation Through Time (BPTT) learning algorithm. During the training, it was assigned the task of predicting the next phoneme given one phoneme at each moment and keeping information of the...
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Stoianov, Nerbonne and Bouma (1998) trained Simple Recurrent Networks (SRNs) on graphotactics of Dutch monosyllabic words, overcoming shortcomings of previous implementations. The current report is a continuation of our earlier research, but using phonetic data representations instead of orthographic, that is, learning phonotactics. In addition, we conducted further analysis of neural network p...
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Simple Recurrent Networks (SRN) are Neural Network (connectionist) models able to process natural language. Phonotactics concerns the order of symbols in words. We continued an earlier unsuccessful trial to model the phonotactics of Dutch word corpus with SRNs. In order to overcome the previously reported obstacles, a new method for network testing was developed optimal threshold evaluation. Th...
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The eŒect of probabilistic phonotactics on lexical acquisition in typically developing children was examined to determine whether a lexical or sublexical level of language processing dominates lexical acquisition. Sixty-one normally achieving 7, 10, and 13 year-old children participated in a word learning task, involving non-words of varying probabilistic phonotactics. Non-words were presented ...
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Previous experimental research has found that adults and infants are sensitive to the likelihood of occurrence of sequences of segments, or probabilistic phonotactics, in the ambient language. One hypothesis that emerges from this finding is that probabilistic phonotactics, a sublexical factor, may influence rate of lexical acquisition. Preliminary results are reported from a study involving 21...
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تاریخ انتشار 2007