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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 2 of 2 1 No Word is an Island -- A Transformation Weighting Model for Semantic Composition ... Dima, Corina; de Kok, Daniël; Witte, Neele. - : arXiv, 2019 BASE Show details 2 No Word is an Island—A Transformation Weighting Model for Semantic Composition Dima, Corina; de Kok, Daniël; Witte, Neele; Hinrichs, Erhard In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 437-451 (2019) (2019) Abstract: Composition models of distributional semantics are used to construct phrase representations from the representations of their words. Composition models are typically situated on two ends of a spectrum. They either have a small number of parameters but compose all phrases in the same way, or they perform word-specific compositions at the cost of a far larger number of parameters. In this paper we propose transformation weighting (TransWeight), a composition model that consistently outperforms existing models on nominal compounds, adjective-noun phrases, and adverb-adjective phrases in English, German, and Dutch. TransWeight drastically reduces the number of parameters needed compared with the best model in the literature by composing similar words in the same way. Keyword: Computational linguistics. Natural language processing; P98-98.5 URL: https://doaj.org/article/08acce0ec06c4b0e849eda29accf60e5 https://doi.org/10.1162/tacl_a_00275 BASE Hide details

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