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Human and Transformer-Based Prosodic Phrasing in Two Speech Genres

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11210%2F21%3A10432286" target="_blank" >RIV/00216208:11210/21:10432286 - isvavai.cz</a>

  • Alternative codes found

    RIV/49777513:23520/21:43962462

  • Result on the web

    <a href="https://doi.org/10.1007/978-3-030-87802-3" target="_blank" >https://doi.org/10.1007/978-3-030-87802-3</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-030-87802-3_68" target="_blank" >10.1007/978-3-030-87802-3_68</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Human and Transformer-Based Prosodic Phrasing in Two Speech Genres

  • Original language description

    The chief objective of the study was to observe phrasing behaviour of transformer-based neural networks from the linguistic point of view. The transformer-based architecture mapped prosodic phrasing in isolated sentences read out on request, but was commanded to predict prosodic phrases in continuous texts of journalistic style taken from radio news bulletins. The transfer was quite successful in that most of the prosodic phrase boundaries in the actual newsreading (established by expert auditory analysis) were correctly suggested by the machine. This result is not unexpected as both genres belong to clearly enunciated informative speaking style. The outcome partially rehabilitates the so-called laboratory speech, which is sometimes branded as ecologically invalid. The follow-up analyses revealed that the differences between human phrasing in news bulletins and the partition suggested by the machine can be classified into meaningful linguistic categories based on the syntactic structure or semantic contents, and as such, they can inform further research design.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    60203 - Linguistics

Result continuities

  • Project

    <a href="/en/project/GA21-14758S" target="_blank" >GA21-14758S: Prosodic Phrase in Current Spoken Czech: Meaning, Balance, Stochastic Patterns</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2021

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    SPECOM 2021 - LNAI 12997

  • ISBN

    978-3-030-87801-6

  • ISSN

  • e-ISSN

  • Number of pages

    12

  • Pages from-to

    761-772

  • Publisher name

    Springer

  • Place of publication

    Switzerland

  • Event location

    online

  • Event date

    Sep 27, 2021

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article