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Modeling speech recognition and synthesis simultaneously: Encoding and decoding lexical and sublexical semantic information into speech with no access to speech data ...
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Cetacean Translation Initiative: a roadmap to deciphering the communication of sperm whales ...
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Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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Interpreting intermediate convolutional layers of CNNs trained on raw speech ...
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Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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Interpreting intermediate convolutional layers in unsupervised acoustic word classification ...
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Generative Adversarial Phonology: Modeling unsupervised phonetic and phonological learning with neural networks ...
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Local and non-local dependency learning and emergence of rule-like representations in speech data by Deep Convolutional Generative Adversarial Networks ...
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Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
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Deep Sound Change: Deep and Iterative Learning, Convolutional Neural Networks, and Language Change ...
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Modeling unsupervised phonetic and phonological learning in Generative Adversarial Phonology ...
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CiwGAN and fiwGAN: Encoding information in acoustic data to model lexical learning with Generative Adversarial Networks ...
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Generative Adversarial Phonology: Modeling Unsupervised Phonetic and Phonological Learning With Neural Networks
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In: Front Artif Intell (2020)
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Modeling unsupervised phonetic and phonological learning in Generative Adversarial Phonology
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In: Proceedings of the Society for Computation in Linguistics (2020)
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Abstract:
This paper models phonetic and phonological learning as a dependency between random space and generated speech data in the Generative Adversarial Neural network architecture and proposes a methodology to uncover the network’s internal representation that corresponds to phonetic and phonological features. A Generative Adversarial Network (Goodfellow et al. 2014; implemented as WaveGAN for acoustic data by Donahue et al. 2019) was trained on an allophonic distribution in English, where voiceless stops surface as aspirated word-initially before stressed vowels except if preceded by a sibilant [s]. The network successfully learns the allophonic alternation: the network’s generated speech signal contains the conditional distribution of aspiration duration. Additionally, the network generates innovative outputs for which no evidence is available in the training data, suggesting that the network segments continuous speech signal into units that can be productively recombined. The paper also proposes a technique for establishing the network’s internal representations. We identify latent variables that directly correspond to presence of [s] in the output. By manipulating these variables, we actively control the presence of [s], its frication amplitude, and spectral shape of the frication noise in the generated outputs.
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Keyword:
allophonic distribution; artificial intelligence; Computational Linguistics; generative adversarial networks; language acquisition; neural networks; phonetic learning; phonological learning; speech; voice onset time
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URL: https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1129&context=scil https://scholarworks.umass.edu/scil/vol3/iss1/15
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Unnatural Phonology: A Synchrony-Diachrony Interface Approach
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Relativna kronologija naglasnih pojavov govora Žirovske kotline poljanskega narečja ; The Relative Chronology of Word-Prosodic Phenomena in the Local Dialect of the Žiri Basin (Poljana Dialect)
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Beguš, Gašper. - : ZRC SAZU and Hall Center for the Humanities, 2011
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