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141
Are All Languages Equally Hard to Language-Model? ...
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142
Recurrent Neural Networks in Linguistic Theory: Revisiting Pinker and Prince (1988) and the Past Tense Debate ...
Kirov, Christo; Cotterell, Ryan. - : arXiv, 2018
Abstract: Can advances in NLP help advance cognitive modeling? We examine the role of artificial neural networks, the current state of the art in many common NLP tasks, by returning to a classic case study. In 1986, Rumelhart and McClelland famously introduced a neural architecture that learned to transduce English verb stems to their past tense forms. Shortly thereafter, Pinker & Prince (1988) presented a comprehensive rebuttal of many of Rumelhart and McClelland's claims. Much of the force of their attack centered on the empirical inadequacy of the Rumelhart and McClelland (1986) model. Today, however, that model is severely outmoded. We show that the Encoder-Decoder network architectures used in modern NLP systems obviate most of Pinker and Prince's criticisms without requiring any simplication of the past tense mapping problem. We suggest that the empirical performance of modern networks warrants a re-examination of their utility in linguistic and cognitive modeling. ... : TACL 2018 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/1807.04783
https://dx.doi.org/10.48550/arxiv.1807.04783
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143
A Deep Generative Model of Vowel Formant Typology ...
Cotterell, Ryan; Eisner, Jason. - : arXiv, 2018
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144
Unsupervised Disambiguation of Syncretism in Inflected Lexicons ...
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145
A Discriminative Latent-Variable Model for Bilingual Lexicon Induction ...
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146
A Discriminative Latent-Variable Model for Bilingual Lexicon Induction ...
Ruder, Sebastian; Cotterell, Ryan; Kementchedjhieva, Yova. - : Apollo - University of Cambridge Repository, 2018
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147
A Discriminative Latent-Variable Model for Bilingual Lexicon Induction
Ruder, Sebastian; Cotterell, Ryan; Kementchedjhieva, Yova. - : Association for Computational Linguistics, 2018. : Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 2018
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148
A Structured Variational Autoencoder for Contextual Morphological Inflection
Naradowsky, Jason; Cotterell, Ryan; Mielke, Sebastian J. - : Association for Computational Linguistics, 2018. : Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2018
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149
Quantifying the Trade-off Between Two Types of Morphological Complexity
In: Proceedings of the Society for Computation in Linguistics (2018)
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150
Contrastive morphological typology and logical hierarchies
In: Proceedings of the fifty-second (52.) annual meeting of the Chicago Linguistic Society (2017), S. 485-499
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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151
Probabilistic Typology: Deep Generative Models of Vowel Inventories ...
Cotterell, Ryan; Eisner, Jason. - : arXiv, 2017
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152
One-Shot Neural Cross-Lingual Transfer for Paradigm Completion ...
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153
Cross-lingual, Character-Level Neural Morphological Tagging ...
Cotterell, Ryan; Heigold, Georg. - : arXiv, 2017
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154
Probabilistic Typology: Deep Generative Models of Vowel Inventories ...
Cotterell, Ryan; Eisner, Jason. - : Apollo - University of Cambridge Repository, 2017
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155
Frame-Based Continuous Lexical Semantics through Exponential Family Tensor Factorization and Semantic Proto-Roles ...
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156
Context-Aware Prediction of Derivational Word-forms ...
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157
Paradigm Completion for Derivational Morphology ...
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158
Probabilistic Typology: Deep Generative Models of Vowel Inventories
Eisner, Jason; Cotterell, Ryan. - : Association for Computational Linguistics, 2017. : Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2017
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159
Weighting Finite-State Transductions With Neural Context
Eisner, Jason; Cotterell, Ryan; Rastogi, Pushpendre. - : Association for Computational Linguistics, 2016. : Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2016
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160
A Joint Model of Orthography and Morphological Segmentation
Cotterell, Ryan; Vieira, Tim; Schütze, Hinrich. - : Association for Computational Linguistics, 2016. : Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2016
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