Full metadata record
| DC pole | Hodnota | Jazyk |
|---|---|---|
| dc.contributor.author | Švec, Jan | |
| dc.contributor.author | Lehečka, Jan | |
| dc.contributor.author | Šmídl, Luboš | |
| dc.contributor.author | Ircing, Pavel | |
| dc.date.accessioned | 2021-03-29T10:00:17Z | - |
| dc.date.available | 2021-03-29T10:00:17Z | - |
| dc.date.issued | 2020 | |
| dc.identifier.citation | ŠVEC, J. LEHEČKA, J. ŠMÍDL, L. IRCING, P. Automatic Correction of i/y Spelling in Czech ASR Output. In: Text, Speech, and Dialogue 23rd International Conference, TSD 2020, Brno, Czech Republic, September 8-11, 2020, Proceedings. Cham: Springer, 2020. s. 321-330. ISBN 978-3-030-58322-4, ISSN 0302-9743. | cs |
| dc.identifier.isbn | 978-3-030-58322-4 | |
| dc.identifier.issn | 0302-9743 | |
| dc.identifier.uri | 2-s2.0-85091182120 | |
| dc.identifier.uri | http://hdl.handle.net/11025/43118 | |
| dc.format | 10 s. | cs |
| dc.format.mimetype | application/pdf | |
| dc.language.iso | en | en |
| dc.publisher | Springer | en |
| dc.relation.ispartofseries | Text, Speech, and Dialogue 23rd International Conference, TSD 2020, Brno, Czech Republic, September 8-11, 2020, Proceedings | en |
| dc.rights | Plný text není přístupný. | cs |
| dc.rights | © Springer | en |
| dc.title | Automatic Correction of i/y Spelling in Czech ASR Output | en |
| dc.type | konferenční příspěvek | cs |
| dc.type | conferenceObject | en |
| dc.rights.access | closedAccess | en |
| dc.type.version | publishedVersion | en |
| dc.description.abstract-translated | This paper concentrates on the design and evaluation of the method that would be able to automatically correct the spelling of i/y in the Czech words at the output of the ASR decoder. After analysis of both the Czech grammar rules and the data, we have decided to deal only with the endings consisting of consonants b/f/l/m/p/s/v/z followed by i/y in both short and long forms. The correction is framed as the classification task where the word could belong to the “i” class, the “y” class or the “empty” class. Using the state-of-the-art Bidirectional Encoder Representations from Transformers (BERT) architecture, we were able to substantially improve the correctness of the i/y spelling both on the simulated and the real ASR output. Since the misspelling of i/y in the Czech texts is seen by the majority of native Czech speakers as a blatant error, the corrected output greatly improves the perceived quality of the ASR system. | en |
| dc.subject.translated | Grammatical error correction, ASR , BERT | en |
| dc.identifier.doi | 10.1007/978-3-030-58323-1_35 | |
| dc.type.status | Peer-reviewed | en |
| dc.identifier.obd | 43930359 | |
| dc.project.ID | TN01000024/Národní centrum kompetence - Kybernetika a umělá inteligence | cs |
| dc.project.ID | LM2018140/E-infrastruktura CZ | cs |
| Vyskytuje se v kolekcích: | Konferenční příspěvky / Conference papers (NTIS) Konferenční příspěvky / Conference Papers (KKY) OBD | |
Soubory připojené k záznamu:
| Soubor | Velikost | Formát | |
|---|---|---|---|
| Švec2020_Chapter_AutomaticCorrectionOfIYSpellin.pdf | 251,46 kB | Adobe PDF | Zobrazit/otevřít Vyžádat kopii |
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