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Neural Networks for Multi-Word Expression Detection

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F17%3A10372156" target="_blank" >RIV/00216208:11320/17:10372156 - isvavai.cz</a>

  • Result on the web

    <a href="https://www.aclweb.org/anthology/W/W17/W17-1707.pdf" target="_blank" >https://www.aclweb.org/anthology/W/W17/W17-1707.pdf</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Neural Networks for Multi-Word Expression Detection

  • Original language description

    In this paper we describe the MUMULS system that participated to the 2017 shared task on automatic identification of verbal multiword expressions (VMWEs). The MUMULS system was implemented using a supervised approach based on recurrent neural networks using the open source library TensorFlow. The model was trained on a data set containing annotated VMWEs as well as morphological and syntactic information. The MUMULS system performed the identification of VMWEs in 15 languages, it was one of few systems that could categorize VMWEs type in nearly all languages.

  • 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

    <a href="/en/project/LM2015071" target="_blank" >LM2015071: Language Research Infrastructure in the Czech Republic</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2017

  • 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 the 13th Workshop on Multiword Expressions (MWE 2017)

  • ISBN

    978-1-945626-48-7

  • ISSN

  • e-ISSN

    neuvedeno

  • Number of pages

    6

  • Pages from-to

    60-65

  • Publisher name

    Association for Computational Linguistics (ACL)

  • Place of publication

    Stroudsburg, PA, USA

  • Event location

    Valencia, Spain

  • Event date

    Apr 4, 2017

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article