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Kreyòl-MT: Building MT for Latin American, Caribbean and Colonial African Creole Languages

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F25%3ALSCF3XF9" target="_blank" >RIV/00216208:11320/25:LSCF3XF9 - isvavai.cz</a>

  • Result on the web

    <a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85200257441&partnerID=40&md5=1b027ff381bbd08ed71b02623abd7692" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85200257441&partnerID=40&md5=1b027ff381bbd08ed71b02623abd7692</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Kreyòl-MT: Building MT for Latin American, Caribbean and Colonial African Creole Languages

  • Original language description

    A majority of language technologies are tailored for a small number of high-resource languages, while relatively many low-resource languages are neglected. One such group, Creole languages, have long been marginalized in academic study, though their speakers could benefit from machine translation (MT). These languages are predominantly used in much of Latin America, Africa and the Caribbean. We present the largest cumulative dataset to date for Creole language MT, including 14.5 M unique Creole sentences with parallel translations—11.6 M of which we release publicly, and the largest bitexts gathered to date for 41 languages—the first ever for 21. In addition, we provide MT models supporting all 41 Creole languages in 172 translation directions. Given our diverse dataset, we produce a model for Creole language MT exposed to more genre diversity then ever before, which outperforms a genre-specific Creole MT model on its own benchmark for 23 of 34 translation directions. © 2024 Association for Computational Linguistics.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

  • Continuities

Others

  • Publication year

    2024

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Proc. Conf. North American Chapter Assoc. Comput. Linguist.: Hum. Lang. Technol., NAACL

  • ISBN

    979-889176114-8

  • ISSN

  • e-ISSN

  • Number of pages

    28

  • Pages from-to

    3083-3110

  • Publisher name

    Association for Computational Linguistics (ACL)

  • Place of publication

  • Event location

    Mexico City

  • Event date

    Jan 1, 2025

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article