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Listar por palabra clave "Siamese neural networks"

RiuNet: Repositorio Institucional de la Universidad Politécnica de Valencia

Listar por palabra clave "Siamese neural networks"

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    Attentional Extractive Summarization 
    González-Barba, José Ángel; Segarra Soriano, Encarnación; García-Granada, Fernando; Sanchís Arnal, Emilio; Hurtado Oliver, Lluis Felip (MDPI AG, 2023-02)
    [EN] In this work, a general theoretical framework for extractive summarization is proposed¿the Attentional Extractive Summarization framework. Although abstractive approaches are generally used in text summarization today, ...
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    Extractive summarization using siamese hierarchical transformer encoders 
    González-Barba, José Ángel; Segarra Soriano, Encarnación; García-Granada, Fernando; Sanchís Arnal, Emilio; Hurtado Oliver, Lluis Felip (IOS Press, 2020)
    [EN] In this paper, we present an extractive approach to document summarization, the Siamese Hierarchical Transformer Encoders system, that is based on the use of siamese neural networks and the transformer encoders which ...
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    Siamese hierarchical attention networks for extractive summarization 
    González-Barba, José Ángel; Segarra Soriano, Encarnación; García-Granada, Fernando; Sanchís Arnal, Emilio; Hurtado Oliver, Lluis Felip (IOS Press, 2019)
    [EN] In this paper, we present an extractive approach to document summarization based on Siamese Neural Networks. Specifically, we propose the use of Hierarchical Attention Networks to select the most relevant sentences ...