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1
Language transfer and positional bias in English stress
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Language transfer and positional bias in English stress
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Evaluating and Improving Child-Directed Automatic Speech Recognition
In: Computer Science Faculty Publications and Presentations (2020)
Abstract: Speech recognition has seen dramatic improvements in the last decade, though those improvements have focused primarily on adult speech. In this paper, we assess child-directed speech recognition and leverage a transfer learning approach to improve child-directed speech recognition by training the recent DeepSpeech2 model on adult data, then apply additional tuning to varied amounts of child speech data. We evaluate our model using the CMU Kids dataset as well as our own recordings of child-directed prompts. The results from our experiment show that even a small amount of child audio data improves significantly over a baseline of adult-only or child-only trained models. We report a final general Word-Error-Rate of 29% over a baseline of 62% that uses the adult-trained model. Our analyses show that our model adapts quickly using a small amount of data and that the general child model works better than school grade-specific models. We make available our trained model and our data collection tool.
Keyword: children; Computer Sciences; data collection; Electrical Engineering; speech recognition; transfer learning
URL: https://scholarworks.boisestate.edu/cgi/viewcontent.cgi?article=1259&context=cs_facpubs
https://scholarworks.boisestate.edu/cs_facpubs/250
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Variation Impoverishment resulting from Machine Translations: Empirical Evidence from Spanish Counterfactual Predicates
In: ISSN: 2374-8850 ; International Journal of Language & Linguistics ; https://halshs.archives-ouvertes.fr/halshs-03330904 ; International Journal of Language & Linguistics, Center for Promoting Ideas, 2020, 7 (2), pp.21-28. ⟨10.30845/ijll.v7n2p3⟩ (2020)
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Variation Impoverishment resulting from Machine Translations: Empirical Evidence from Spanish Counterfactual Predicates
In: ISSN: 2374-8850 ; International Journal of Language & Linguistics ; https://halshs.archives-ouvertes.fr/halshs-03330904 ; International Journal of Language & Linguistics, Center for Promoting Ideas, 2020, 7, ⟨10.30845/ijll.v7n2p3⟩ (2020)
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Do spatial relational labels facilitate three-year-old children’s 2D to 3D transfer of relational information in a spatial mapping task?
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Arctic snowpack characterization, climate monitoring and microwaves remote sensing ; Caractérisation du manteau neigeux arctique, suivi climatique et télédétection micro-onde
Vargel, Céline. - : HAL CCSD, 2020
In: https://tel.archives-ouvertes.fr/tel-03185802 ; Linguistique. Université Grenoble Alpes [2020-.]; Université de Sherbrooke (Québec, Canada), 2020. Français. ⟨NNT : 2020GRALU029⟩ (2020)
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8
Motivations of Low-Income Engineering Transfer Students Influencing Choice and Pursuit of Baccalaureate Degree Attainment
Salgado, Leo. - : eScholarship, University of California, 2020
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9
Bootstrap methods for multi-task dependency parsing in low-resource conditions ; Méthodes d’amorçage pour l’analyse en dépendances de langues peu dotées
Lim, Kyungtae. - : HAL CCSD, 2020
In: https://tel.archives-ouvertes.fr/tel-03477961 ; Linguistics. Université Paris sciences et lettres, 2020. English. ⟨NNT : 2020UPSLE027⟩ (2020)
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10
Europe, l'autre cap, entre traductions et transferts
In: https://hal.archives-ouvertes.fr/hal-03124335 ; 2020 (2020)
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Clickbait detection using multimodel fusion and transfer learning ; Détection de clickbait utilisant fusion multimodale et apprentissage par transfert
In: https://tel.archives-ouvertes.fr/tel-03139880 ; Social and Information Networks [cs.SI]. Institut Polytechnique de Paris, 2020. English. ⟨NNT : 2020IPPAS025⟩ (2020)
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12
Forschungsinstrumente im Kontext institutioneller (schrift-)sprachlicher Bildung ...
null. - : Verlag Julius Klinkhardt, 2020
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Einleitung: Instrumente zur Erfassung institutioneller (schrift-)sprachlicher Bildung ...
Mackowiak, Katja; Beckerle, Christine; Gentrup, Sarah. - : Verlag Julius Klinkhardt, 2020
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14
Transfer Learning of Grounded Language Models For Use In Robotic Systems ...
Jenkins, Patrick. - : Maryland Shared Open Access Repository, 2020
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КОГНИТИВНЫЕ ОСНОВАНИЯ ГЛАГОЛЬНОЙ МЕТОНИМИИ В РЕПРЕЗЕНТАЦИИ РЕЧЕВЫХ ДЕЙСТВИЙ ... : COGNITIVE BASES OF VERBAL METONYMY IN THE REPRESENTATION OF SPEECH ACTS ...
Чаплин, Е.В.; Сулейманова, О.А.. - : Государственное автономное образовательное учреждение высшего образования города Москвы «Московский городской педагогический университет», 2020
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Einleitung: Instrumente zur Erfassung institutioneller (schrift-)sprachlicher Bildung
In: Mackowiak, Katja [Hrsg.]; Beckerle, Christine [Hrsg.]; Gentrup, Sarah [Hrsg.]; Titz, Cora [Hrsg.]: Forschungsinstrumente im Kontext institutioneller (schrift-)sprachlicher Bildung. Bad Heilbrunn : Verlag Julius Klinkhardt 2020, S. 7-12 (2020)
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17
Formen der (Re-)Präsentation fachlichen Wissens. Ansätze und Methoden für die Lehrerinnen- und Lehrerbildung in den Fachdidaktiken und den Bildungswissenschaften
Interdisziplinäre Tagung "Formen der (Re-)Präsentation Fachlichen Wissens - Ansätze und Methoden für die Lehrerbildung in den Fachdidaktiken und den Bildungswissenschaften" (2018 : Kiel). - : Waxmann, 2020. : Münster, 2020. : New York, 2020. : pedocs-Dokumentenserver/DIPF, 2020
In: Münster ; New York : Waxmann 2020, 262 S. (2020)
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18
Das Transferverständnis aus Sicht der Sozialarbeitsstudierenden
In: Die Hochschule : Journal für Wissenschaft und Bildung 29 (2020) 2, S. 44-54 (2020)
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Forschungsinstrumente im Kontext institutioneller (schrift-)sprachlicher Bildung
Gentrup, Sarah Hrsg.; Mackowiak, Katja Hrsg.; Beckerle, Christine Hrsg.. - : Verlag Julius Klinkhardt, 2020. : Bad Heilbrunn, 2020. : pedocs-Dokumentenserver/DIPF, 2020
In: Bad Heilbrunn : Verlag Julius Klinkhardt 2020, 159 S. (2020)
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20
"Les fondements communs de nos démocraties modernes". Persönliche Eindrücke aus einem französisch-deutsch-ungarischen Erasmus+ Projekt
In: Quoi de neuf : nouvelle du bilingue (2020), S. 61-75 (2020)
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