A State-of-the-Art of Semantic Change Computation

January 30, 2018 ยท Declared Dead ยท ๐Ÿ› Natural Language Engineering

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Authors Xuri Tang arXiv ID 1801.09872 Category cs.CL: Computation & Language Citations 98 Venue Natural Language Engineering Last Checked 4 months ago
Abstract
This paper reviews the state-of-the-art of semantic change computation, one emerging research field in computational linguistics, proposing a framework that summarizes the literature by identifying and expounding five essential components in the field: diachronic corpus, diachronic word sense characterization, change modelling, evaluation data and data visualization. Despite the potential of the field, the review shows that current studies are mainly focused on testifying hypotheses proposed in theoretical linguistics and that several core issues remain to be solved: the need for diachronic corpora of languages other than English, the need for comprehensive evaluation data for evaluation, the comparison and construction of approaches to diachronic word sense characterization and change modelling, and further exploration of data visualization techniques for hypothesis justification.
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