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ESPnet-ST-v2: Multipurpose Spoken Language Translation Toolkit

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F23%3A10475831" target="_blank" >RIV/00216208:11320/23:10475831 - isvavai.cz</a>

  • Result on the web

    <a href="https://aclanthology.org/2023.acl-demo.38/" target="_blank" >https://aclanthology.org/2023.acl-demo.38/</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    ESPnet-ST-v2: Multipurpose Spoken Language Translation Toolkit

  • Original language description

    ESPnet-ST-v2 is a revamp of the open-source ESPnet-ST toolkit necessitated by the broadening interests of the spoken language translation community. ESPnet-ST-v2 supports 1) offline speech-to-text translation (ST), 2) simultaneous speech-to-text translation (SST), and 3) offline speech-to-speech translation (S2ST) -- each task is supported with a wide variety of approaches, differentiating ESPnet-ST-v2 from other open source spoken language translation toolkits. This toolkit offers state-of-the-art architectures such as transducers, hybrid CTC/attention, multi-decoders with searchable intermediates, time-synchronous blockwise CTC/attention, Translatotron models, and direct discrete unit models. In this paper, we describe the overall design, example models for each task, and performance benchmarking behind ESPnet-ST-v2, which is publicly available at https://github.com/espnet/espnet.

  • 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

    S - Specificky vyzkum na vysokych skolach

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

    Proceedings of 61st Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations)

  • ISBN

    978-1-941643-00-6

  • ISSN

  • e-ISSN

  • Number of pages

    12

  • Pages from-to

    400-411

  • Publisher name

    Association for Computational Linguistics

  • Place of publication

    Stroudsburg, PA, USA

  • Event location

    Toronto, Canada

  • Event date

    Jul 9, 2023

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article