A state-of-the-art of semantic change computation

Author:

TANG XURIORCID

Abstract

AbstractThis paper reviews the state-of-the-art of one emergent field in computational linguistics—semantic change computation. It summarizes the literature by proposing a framework that identifies five components in the field: diachronic corpus, diachronic word sense characterization, change modelling, evaluation and data visualization. Despite its potentials, the review shows that current studies are mainly focused on testifying hypotheses of semantic change from theoretical linguistics and that several core issues remain to be tackled: the need of diachronic corpora for languages other than English, the comparison and development of approaches to diachronic word sense characterization and change modelling, the need of comprehensive evaluation data and further exploration of data visualization techniques for hypothesis justification.

Publisher

Cambridge University Press (CUP)

Subject

Artificial Intelligence,Linguistics and Language,Language and Linguistics,Software

Reference89 articles.

1. Meaning change in a petri dish: constructions, semantic vector spaces, and motion charts

2. Extracting semantic representations from word co-occurrence statistics: A computational study

3. Boussidan A. , and Ploux S. 2011. Using topic salience and connotational drifts to detect candidates to semantic change. In Paper presented at the 9th International Conference on Computational Semantics, Oxford, United Kingdom.

4. Latent dirichlet allocation;Blei;Journal of Machine Learning Research,2003

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