All

What are you looking for?

All
Projects
Results
Organizations

Quick search

  • Projects supported by TA ČR
  • Excellent projects
  • Projects with the highest public support
  • Current projects

Smart search

  • That is how I find a specific +word
  • That is how I leave the -word out of the results
  • “That is how I can find the whole phrase”

Representations of Meaning in Neural Networks for NLP: a Thesis Proposal

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F21%3A10440562" target="_blank" >RIV/00216208:11320/21:10440562 - isvavai.cz</a>

  • Result on the web

    <a href="https://aclanthology.org/2021.naacl-srw.4.pdf" target="_blank" >https://aclanthology.org/2021.naacl-srw.4.pdf</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.18653/v1/2021.naacl-srw.4" target="_blank" >10.18653/v1/2021.naacl-srw.4</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Representations of Meaning in Neural Networks for NLP: a Thesis Proposal

  • Original language description

    Neural networks are the state-of-the-art method of machine learning for many problems in NLP. Their success in machine translation and other NLP tasks is phenomenal, but their interpretability is challenging. We want to find out how neural networks represent meaning. In order to do this, we propose to examine the distribution of meaning in the vector space representation of words in neural networks trained for NLP tasks. Furthermore, we propose to consider various theories of meaning in the philosophy of language and to find a methodology that would enable us to connect these areas.

  • 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

    2021

  • 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 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Student Research Workshop

  • ISBN

    978-1-954085-50-3

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    24-31

  • Publisher name

    Association for Computational Linguistics

  • Place of publication

    Stroudsburg, USA

  • Event location

    Online

  • Event date

    Jun 6, 2021

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article