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The case of a person: The person case constraint in German ...
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Data-driven pronunciation modeling of swiss german dialectal speech for automatic speech recognition
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In: Fraunhofer IAIS (2018)
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Abstract:
Automatic speech recognition is a requested technique in many fields like automatic subtitling, dialogue systems and information retrieval systems. The training of an automatic speech recognition system is usually straight forward given a large annotated speech corpus for acoustic modeling, a phonetic lexicon, and a text corpus for the training of a language model. However, in some use cases these resources are not available. In this work, we discuss the training of a Swiss German speech recognition system. The only resources that are available is a small size audio corpus, containing the utterances of highly dialectical Swiss German speakers, annotated with a standard German transcription. The desired output of the speech recognizer is again standard German, since there is no other official or standardized way to write Swiss German. We explore strategies to cope with the mismatch between the dialectal pronunciation and the standard German annotation. A Swiss German speech recognizer is trained by adapting a standard German model, based on a Swiss German grapheme-to-phoneme conversion model, which was learned in a data-driven manner. Also, Swiss German speech recognition systems are created, with the pronunciation based on graphemes, standard German pronunciation and with a data-driven Swiss German pronunciation model. The results of the experiments are promising for this challenging task.
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Keyword:
data-driven pronunciation modeling; dialectal speech; robust speech recognition; Swiss German
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URL: http://publica.fraunhofer.de/documents/N-494203.html
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The role of segments and prosody in the identification of a speaker's dialect
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The Graphic Realization Of /L/-Vocalization In Swiss German Whatsapp Messages ...
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The Graphic Realization Of /L/-Vocalization In Swiss German Whatsapp Messages ...
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Asymmetric processing of consonant duration in Swiss German
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Translations| The Stimulating Challenges of Translating Contemporary Swiss German Poetry
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In: International Journal of Communication; Vol 10 (2016); 23 ; 1932-8036 (2016)
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The Swiss German language and identity: Stereotyping between the Aargau and the Zurich dialects
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In: Open Access Theses (2016)
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‘Chend’ met <e> – ‘Kind’ mit <e>: using Big Data to explore phoneme-to-grapheme mapping in Lucerne Swiss German
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In: Zihlmann, Urban; Leemann, Adrian (2016). ‘Chend’ met <e> – ‘Kind’ mit <e>: using Big Data to explore phoneme-to-grapheme mapping in Lucerne Swiss German. In: 12. Tagung Phonetik und Phonologie im deutschsprachigen Raum, München, 12 October 2016 - 14 October 2016, 236-240. (2016)
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Crowdsourcing Swiss Dialect Transcriptions for Assessing Factors in Writing Variations
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In: Clematide, Simon; Frick, Karina; Aepli, Noëmi; Goldman, Jean-Philippe (2016). Crowdsourcing Swiss Dialect Transcriptions for Assessing Factors in Writing Variations. In: Proceedings of the 13th Conference on Natural Language Processing (KONVENS) Bochum, Germany September 19–21, 2016, Bochum, 19 September 2016 - 21 September 2016, 62-67. (2016)
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Zum Verhältnis zwischen Ort, Raum und Sprache: experimentell elizitierte mentale Modelle hinter zwei Toponymen ...
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»Wäschpi, Heustöffel, Zimmermaa« - Kognitive Onomasiologie und dialektale Heteronymie bei schweizerdeutschen Insektenbezeichnungen ...
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Atlas Linguistique et ethnographique de l'Alsace - Ethnotexte Ettendorf 2 (annotations)
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Atlas Linguistique et ethnographique de l'Alsace - Ethnotexte Schirrhein 1 (annotations)
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Atlas Linguistique et ethnographique de l'Alsace: Ethnotextes
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Atlas Linguistique et ethnographique de l'Alsace - Ethnotexte Strasbourg: : Quartier de La Robertsau 2 (annotations)
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Some Aspects of L2 Acquisition of German in Switzerland ...
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Atlas Linguistique et ethnographique de l'Alsace - Ethnotexte Saint-Hippolyte 1 (annotations)
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