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Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3A8CDNPPHI" target="_blank" >RIV/00216208:11320/23:8CDNPPHI - isvavai.cz</a>

  • Result on the web

    <a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85174836652&partnerID=40&md5=dde09065d6e1cc3cf207198aade9f20f" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85174836652&partnerID=40&md5=dde09065d6e1cc3cf207198aade9f20f</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Enriching the NArabizi Treebank: A Multifaceted Approach to Supporting an Under-Resourced Language

  • Original language description

    "In this paper we address the scarcity of annotated data for NArabizi, a Romanized form of North African Arabic used mostly on social media, which poses challenges for Natural Language Processing (NLP). We introduce an enriched version of NArabizi Treebank (Seddah et al., 2020) with three main contributions: the addition of two novel annotation layers (named entity recognition and offensive language detection) and a re-annotation of the tokenization, morpho-syntactic and syntactic layers that ensure annotation consistency. Our experimental results, using different tokenization schemes, showcase the value of our contributions and highlight the impact of working with non-gold tokenization for NER and dependency parsing. To facilitate future research, we make these annotations publicly available. Our enhanced NArabizi Treebank paves the way for creating sophisticated language models and NLP tools for this under-represented language. © 2023 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

    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

    "Proc. Annu. Meet. Assoc. Comput Linguist."

  • ISBN

    978-195942983-8

  • ISSN

    0736-587X

  • e-ISSN

  • Number of pages

    13

  • Pages from-to

    266-278

  • Publisher name

    Association for Computational Linguistics (ACL)

  • Place of publication

  • Event location

    Cham

  • Event date

    Jan 1, 2023

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article