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1
Searching for More Efficient Dynamic Programs ...
Vieira, Tim; Cotterell, Ryan; Eisner, Jason. - : ETH Zurich, 2021
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2
Searching for More Efficient Dynamic Programs
In: Findings of the Association for Computational Linguistics: EMNLP 2021 (2021)
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3
A Corpus for Large-Scale Phonetic Typology ...
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4
A Corpus for Large-Scale Phonetic Typology ...
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5
A Corpus for Large-Scale Phonetic Typology
In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020)
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6
Contextualization of Morphological Inflection ...
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7
Are All Languages Equally Hard to Language-Model?
In: Proceedings of the Society for Computation in Linguistics (2019)
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8
On the Complexity and Typology of Inflectional Morphological Systems
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 327-342 (2019) (2019)
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9
On the Complexity and Typology of Inflectional Morphological Systems ...
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10
Are All Languages Equally Hard to Language-Model? ...
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11
A Deep Generative Model of Vowel Formant Typology ...
Cotterell, Ryan; Eisner, Jason. - : arXiv, 2018
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12
Unsupervised Disambiguation of Syncretism in Inflected Lexicons ...
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13
Quantifying the Trade-off Between Two Types of Morphological Complexity
In: Proceedings of the Society for Computation in Linguistics (2018)
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14
Probabilistic Typology: Deep Generative Models of Vowel Inventories ...
Cotterell, Ryan; Eisner, Jason. - : arXiv, 2017
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15
Probabilistic Typology: Deep Generative Models of Vowel Inventories ...
Cotterell, Ryan; Eisner, Jason. - : Apollo - University of Cambridge Repository, 2017
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16
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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17
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
Abstract: How should one apply deep learning to tasks such as morphological reinflection, which stochastically edit one string to get another? A recent approach to such sequence-to-sequence tasks is to compress the input string into a vector that is then used to generate the out- put string, using recurrent neural networks. In contrast, we propose to keep the traditional architecture, which uses a finite-state trans- ducer to score all possible output strings, but to augment the scoring function with the help of recurrent networks. A stack of bidirec- tional LSTMs reads the input string from left- to-right and right-to-left, in order to summa- rize the input context in which a transducer arc is applied. We combine these learned fea- tures with the transducer to define a probabil- ity distribution over aligned output strings, in the form of a weighted finite-state automaton. This reduces hand-engineering of features, al- lows learned features to examine unbounded context in the input string, and still permits ex- act inference through dynamic programming. We illustrate our method on the tasks of mor- phological reinflection and lemmatization.
URL: https://www.repository.cam.ac.uk/handle/1810/294482
https://doi.org/10.17863/CAM.41588
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18
Modeling Word Forms Using Latent Underlying Morphs and Phonology ...
Cotterell, Ryan; Peng, Nanyun; Eisner, Jason. - : Apollo - University of Cambridge Repository, 2015
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19
Modeling Word Forms Using Latent Underlying Morphs and Phonology
Eisner, Jason; Cotterell, Ryan; Peng, Nanyun. - : MIT Press, 2015. : Transactions of the Association for Computational Linguistics (TACL) 2015, 2015
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