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Browsing Congressos (Departament de Traducció i Ciències del Llenguatge) by Subject "Language models"

Browsing Congressos (Departament de Traducció i Ciències del Llenguatge) by Subject "Language models"

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  • Boleda, Gemma; Pham, Nghia The; Kruszewski, German (ACL (Association for Computational Linguistics), 2016)
    Convolutional Neural Networks (CNNs) have shown to yield very strong results in several Computer Vision tasks. Their application to language has received much less attention, and it has mainly focused on static classification ...
  • Gulordava, Kristina; Aina, Laura; Boleda, Gemma (ACL (Association for Computational Linguistics), 2018)
    Recent state-of-the-art neural language models share the representations of words given by the input and output mappings. We propose a simple modification to these architectures that decouples the hidden state from the ...
  • Boleda, Gemma; Gulordava, Kristina; Aina, Laura (ACL (Association for Computational Linguistics), 2019)
    In neural network models of language, words are commonly represented using context invariant representations (word embeddings) which are then put in context in the hidden layers. Since words are often ambiguous, representing ...

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