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Cantonese Natural Language Processing in the Transformers Era

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F25%3AGU2DYVEG" target="_blank" >RIV/00216208:11320/25:GU2DYVEG - isvavai.cz</a>

  • Result on the web

    <a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85204927212&partnerID=40&md5=ed5186ce8df0aa1e083b44e26b69cbcb" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85204927212&partnerID=40&md5=ed5186ce8df0aa1e083b44e26b69cbcb</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Cantonese Natural Language Processing in the Transformers Era

  • Original language description

    Despite being spoken by a large population of speakers worldwide, Cantonese is under-resourced in terms of the data scale and diversity compared to other major languages. This limitation has excluded it from the current “pretraining and fine-tuning” paradigm that is dominated by Transformer architectures. In this paper, we provide a comprehensive review on the existing resources and methodologies for Cantonese Natural Language Processing, covering the recent progress in language understanding, text generation and development of language models. We finally discuss two aspects of the Cantonese language that could make it potentially challenging even for state-of-the-art architectures: colloquialism and multilinguality. © 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

    SIGHAN - SIGHAN Workshop Chin. Language Processing, Proc. Workshop

  • ISBN

    979-889176155-1

  • ISSN

  • e-ISSN

  • Number of pages

    11

  • Pages from-to

    69-79

  • Publisher name

    Association for Computational Linguistics (ACL)

  • Place of publication

  • Event location

    Bangkok, Thailand

  • Event date

    Jan 1, 2025

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article