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A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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4
Emergent Gestural Scores in a Recurrent Neural Network Model of Vowel Harmony
In: Proceedings of the Society for Computation in Linguistics (2021)
Abstract: In this paper, we present the results of neural network modeling of speech production. We introduce GestNet, a sequence-to-sequence, encoder-decoder neural network architecture in which a string of input symbols is translated into sequences of vocal tract articulator movements. We train our models to produce movements of lip and tongue body articulators consistent with a pattern of stepwise vowel height harmony. Though we provide our models with no linguistic structure, they reliably learn this harmony pattern. In addition, by probing these models we find evidence of emergent linguistic structure. Specifically, we examine patterns of encoder-decoder attention (degree of influence of specific input segments on model outputs) and find that they resemble the patterns of gestural activation assumed within the Gestural Harmony Model, a model of harmony built upon the representations of Articulatory Phonology. This result is significant as it lends support to one of the central claims of the Gestural Harmony Model: that harmony is the result of the harmony-triggering gestures extending to overlap the gestures of surrounding segments.
Keyword: Computational Linguistics; gestural phonology; neural network; RNN; speech production; vowel harmony
URL: https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1226&context=scil
https://scholarworks.umass.edu/scil/vol4/iss1/7
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5
Learnability of derivationally opaque processes in the Gestural Harmony Model
In: Proceedings of the Society for Computation in Linguistics (2021)
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6
Partial Height Harmony as Partial Transparency
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2019 Annual Meeting on Phonology ; 2377-3324 (2020)
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7
Formal Characterizations of True and False Sour Grapes
In: Proceedings of the Society for Computation in Linguistics (2019)
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8
Computational Complexity and Sour-Grapes-Like Patterns
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2018 Annual Meeting on Phonology ; 2377-3324 (2019)
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9
Harmony in gestural phonology ...
Smith, Caitlin Michele. - : University of Southern California Digital Library (USC.DL), 2018
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10
Editors' note
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2016 Annual Meeting on Phonology ; 2377-3324 (2017)
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11
Harmony Triggering as a Contrastive Property of Segments
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2016 Annual Meeting on Phonology ; 2377-3324 (2017)
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12
Morphological Consonant Mutation as Gestural Affixation
In: Proceedings of the fiftieth (50.) annual meeting of the Chicago Linguistic Society (2016), S. 411-426
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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13
Nasal Spreading as Defective Gestural Deactivation
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2014 Annual Meeting on Phonology ; 2377-3324 (2016)
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14
A Gestural Account of Neutral Segment Asymmetries in Harmony
In: Proceedings of the Annual Meetings on Phonology; Proceedings of the 2015 Annual Meeting on Phonology ; 2377-3324 (2016)
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15
From Counselor Skill to Decreased Marijuana Use: Does Change Talk Matter?
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16
Stable articulatory tasks and their variable formation : Tamil retroflex consonants
Smith, Caitlin; Proctor, Michael; Iskarous, Khalil. - : France : International Speech Communication Association, 2013
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17
On distinguishing articulatory configurations and articulatory tasks : Tamil retroflex consonants
Smith, Caitlin; Proctor, Michael; Iskarous, Khalil. - : Melville, NY : Acoustical Society of America, 2013
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