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Tokenization with Factorized Subword Encoding

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3A66X3Q78G" target="_blank" >RIV/00216208:11320/23:66X3Q78G - isvavai.cz</a>

  • Result on the web

    <a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85175472172&partnerID=40&md5=a18b65c606f980c139c97f0e7a905d2a" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85175472172&partnerID=40&md5=a18b65c606f980c139c97f0e7a905d2a</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Tokenization with Factorized Subword Encoding

  • Original language description

    "In recent years, language models have become increasingly larger and more complex. However, the input representations for these models continue to rely on simple and greedy subword tokenization methods. In this paper, we propose a novel tokenization method that factorizes subwords onto discrete triplets using a VQ-VAE model. The effectiveness of the proposed tokenization method, referred to as the FACTORIZER, is evaluated on language modeling and morpho-syntactic tasks for 7 diverse languages. Results indicate that this method is more appropriate and robust for morphological tasks than the commonly used byte-pair encoding (BPE) tokenization algorithm. © 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

    978-195942962-3

  • ISSN

    0736-587X

  • e-ISSN

  • Number of pages

    19

  • Pages from-to

    14143-14161

  • 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