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Unsupervised Deep Representation Learning for Low-Resourced Languages and Applications

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3ACDBZTJC8" target="_blank" >RIV/00216208:11320/23:CDBZTJC8 - isvavai.cz</a>

  • Result on the web

    <a href="https://aran.library.nuigalway.ie/bitstream/handle/10379/17767/PhD_Writing_camera_ready.pdf?sequence=1" target="_blank" >https://aran.library.nuigalway.ie/bitstream/handle/10379/17767/PhD_Writing_camera_ready.pdf?sequence=1</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Unsupervised Deep Representation Learning for Low-Resourced Languages and Applications

  • Original language description

    "In this thesis, we introduce novel state-of-the-art deep models which capture global and contextualnsemantic representations of sentences in a document. We focus on building unsupervised deep models tonefficiently exploit the existing unlabelled datasets for feature extraction. Our contribution also includesndesigning state-of-the-art unsupervised sentence embedding models capable of performing a wide range ofncross-lingual tasks for low-resource scenarios. We raise several research questions at the start of the thesisnand we provide answers supported by state-of-the-art experimental results"

  • Czech name

  • Czech description

Classification

  • Type

    O - Miscellaneous

  • 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