Sprachkontrolle im Spiegel der Maschinellen Übersetzung
Examining the general impact of the Controlled Languages rules in the context of Machine Translation has been an area of research for many years. The present study focuses on the following question: How do the Controlled Language (CL) rules impact the Machine Translation (MT) output individually? An...
| Autor principal: | |
|---|---|
| Formato: | Libro |
| Publicado: |
Language Science Press
2022
|
| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=nlebk&AN=3461215&site=ehost-live header: @attributes: shortDbName: nlebk uiTerm: 3461215 longDbName: eBook Collection (EBSCOhost) uiTag: AN controlInfo: bkinfo: btl: Sprachkontrolle im Spiegel der Maschinellen Übersetzung aug: au: Marzouk, Shaimaa isbn: 9783961103942 imageinfo: pubinfo: dt: @attributes: year: 2022 month: 01 day: 01 dtAvail: @attributes: year: 2023 month: 02 day: 10 pub: Language Science Press pubContract: Language Science Press place: Berlin price: 0.01 limitsGroup: maxCheckoutDays: 1500 pda: N printPagesOffline: 100 printPagesOnline: 100 previewPages: 10000 prePubGroup: dewey: @attributes: class: 418.020285 item: 418 .020285 lc: @attributes: class: P308 item: P 308 artinfo: ui: 3461215 1351612819 formats: fmt: @attributes: type: EB doid: NL$3461215$PDF caption: PDF download: Y tig: atl: Sprachkontrolle im Spiegel der Maschinellen Übersetzung ptl: Sprachkontrolle im Spiegel der Maschinellen Übersetzung aug: au: Marzouk, Shaimaa su: Machine translating sug: subj: LANGUAGE ARTS & DISCIPLINES / Translating & Interpreting Machine translating ab: Examining the general impact of the Controlled Languages rules in the context of Machine Translation has been an area of research for many years. The present study focuses on the following question: How do the Controlled Language (CL) rules impact the Machine Translation (MT) output individually? Analyzing a German corpus-based test suite of technical texts that have been translated into English by different MT systems, the study endeavors to answer this question at different levels: the general impact of CL rules (rule- and system-independent), their impact at rule level (system-independent), their impact at system level (rule-independent), and at rule and system level. The results of five MT systems (a rule-based system, a statistical system, two differently constructed hybrid systems, and a neural system) are analyzed and contrasted. For this, a mixed-methods triangulation approach that includes error annotation, human evaluation, and automatic evaluation was applied. The data were analyzed both qualitatively and quantitatively based on the following parameters: number and type of MT errors, style and content quality, and scores from two automatic evaluation metrics. In line with many studies, the results show a general positive impact of the applied CL rules on the MT output. However, at rule level, only four rules proved to have positive effects on all parameters; three rules had negative effects on the parameters; and two rules did not show any significant impact. At rule and system level, the rules affected the MT systems differently, as expected. Some rules that had a positive impact on earlier MT approaches did not show the same impact on the neural MT approach. Furthermore, the neural MT delivered distinctly better results than earlier MT approaches, namely the highest error-free, style and content quality rates both before and after the rules application, which indicates that the neural MT offers a promising solution that no longer requires CL rules for improving the MT output, what in turn allows for a more natural style. Der Preis der gebundenen Ausgabe ist in Deutschland auf 100,00€ festgesetzt. pubtype: eBook doctype: Book ougenre: Book language: German copyright: @attributes: flag: N copyrightText: holdings: @attributes: islocal: N |
|---|