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Please use this identifier to cite or link to this item: https://doi.org/10.21256/zhaw-29061
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dc.contributor.authorPaonessa, Claudio-
dc.contributor.authorSchraner, Yanick-
dc.contributor.authorDeriu, Jan Milan-
dc.contributor.authorHürlimann, Manuela-
dc.contributor.authorVogel, Manfred-
dc.contributor.authorCieliebak, Mark-
dc.date.accessioned2023-11-10T18:36:46Z-
dc.date.available2023-11-10T18:36:46Z-
dc.date.issued2023-10-13-
dc.identifier.urihttps://digitalcollection.zhaw.ch/handle/11475/29061-
dc.description.abstractThis paper investigates the challenges in building Swiss German speech translation systems, specifically focusing on the impact of dialect diversity and differences between Swiss German and Standard German. Swiss German is a spoken language with no formal writing system, it comprises many diverse dialects and is a low-resource language with only around 5 million speakers. The study is guided by two key research questions: how does the inclusion and exclusion of dialects during the training of speech translation models for Swiss German impact the performance on specific dialects, and how do the differences between Swiss German and Standard German impact the performance of the systems? We show that dialect diversity and linguistic differences pose significant challenges to Swiss German speech translation, which is in line with linguistic hypotheses derived from empirical investigations.de_CH
dc.format.extent15de_CH
dc.language.isoende_CH
dc.publisherarXivde_CH
dc.rightshttp://creativecommons.org/licenses/by-nc-sa/4.0/de_CH
dc.subjectComputation and languagede_CH
dc.subjectArtificial intelligencede_CH
dc.subject.ddc410.285: Computerlinguistikde_CH
dc.subject.ddc430: Deutschde_CH
dc.titleDialect transfer for Swiss German speech translationde_CH
dc.typeWorking Paper – Gutachten – Studiede_CH
dcterms.typeTextde_CH
zhaw.departementSchool of Engineeringde_CH
zhaw.organisationalunitCentre for Artificial Intelligence (CAI)de_CH
dc.identifier.doi10.48550/arXiv.2310.09088de_CH
dc.identifier.doi10.21256/zhaw-29061-
zhaw.funding.euNode_CH
zhaw.originated.zhawYesde_CH
zhaw.funding.snf200729de_CH
zhaw.webfeedNatural Language Processingde_CH
zhaw.funding.zhawEnd-to-End Low-Resource Speech Translation for Swiss German Dialectsde_CH
zhaw.author.additionalNode_CH
zhaw.display.portraitYesde_CH
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Paonessa, C., Schraner, Y., Deriu, J. M., Hürlimann, M., Vogel, M., & Cieliebak, M. (2023). Dialect transfer for Swiss German speech translation. arXiv. https://doi.org/10.48550/arXiv.2310.09088
Paonessa, C. et al. (2023) Dialect transfer for Swiss German speech translation. arXiv. Available at: https://doi.org/10.48550/arXiv.2310.09088.
C. Paonessa, Y. Schraner, J. M. Deriu, M. Hürlimann, M. Vogel, and M. Cieliebak, “Dialect transfer for Swiss German speech translation,” arXiv, Oct. 2023. doi: 10.48550/arXiv.2310.09088.
PAONESSA, Claudio, Yanick SCHRANER, Jan Milan DERIU, Manuela HÜRLIMANN, Manfred VOGEL und Mark CIELIEBAK, 2023. Dialect transfer for Swiss German speech translation. arXiv
Paonessa, Claudio, Yanick Schraner, Jan Milan Deriu, Manuela Hürlimann, Manfred Vogel, and Mark Cieliebak. 2023. “Dialect Transfer for Swiss German Speech Translation.” arXiv. https://doi.org/10.48550/arXiv.2310.09088.
Paonessa, Claudio, et al. Dialect Transfer for Swiss German Speech Translation. arXiv, 13 Oct. 2023, https://doi.org/10.48550/arXiv.2310.09088.


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