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T5G2P: Multilingual Grapheme-to-Phoneme Conversion with Text-to-Text Transfer Transformer

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F23%3A43969588" target="_blank" >RIV/49777513:23520/23:43969588 - isvavai.cz</a>

  • Result on the web

    <a href="https://link.springer.com/chapter/10.1007/978-3-031-47665-5_27" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-031-47665-5_27</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-031-47665-5_27" target="_blank" >10.1007/978-3-031-47665-5_27</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    T5G2P: Multilingual Grapheme-to-Phoneme Conversion with Text-to-Text Transfer Transformer

  • Original language description

    In recent years, the Text-to-Text Transfer Transformer (T5) neural network has proved more powerful for many text-related tasks, including the grapheme-to-phoneme conversion (G2P). The paper describes the training process of T5-base models for several languages. It shows the advantages of training G2P models using that language-specific basis over the G2P models fine-tuned from the multilingual base model. The paper also explains the reasons for training G2P models on whole sentences (not a dictionary) and evaluates the trained G2P models on unseen sentences and words.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    20205 - Automation and control systems

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

    2023

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Pattern Recognition, 7th Asian Conference, ACPR 2023 Kitakyushu, Japan, November 5–8, 2023 Proceedings, Part III

  • ISBN

    978-3-031-47664-8

  • ISSN

    0302-9743

  • e-ISSN

    1611-3349

  • Number of pages

    10

  • Pages from-to

    336-345

  • Publisher name

    Springer

  • Place of publication

    Heidelberg

  • Event location

    Kitakyushu, Japan

  • Event date

    Nov 5, 2023

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article