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Computational Construction Grammar

Computational Construction Grammar

Paperback

Series: Elements in Cognitive Linguistics

Linguistics

ISBN10: 1009233769
ISBN13: 9781009233767
Publisher: Cambridge University Press
Published: Jun 6 2024
Pages: 110
Weight: 0.35
Height: 0.23 Width: 6.00 Depth: 9.00
Language: English
This Element introduces a usage-based computational approach to Construction Grammar that draws on techniques from natural language processing and unsupervised machine learning. This work explores how to represent constructions, how to learn constructions from a corpus, and how to arrange the constructions in a grammar as a network. From a theoretical perspective, this Element examines how construction grammars emerge from usage alone as complex systems, with slot-constraints learned at the same time that constructions are learned. From a practical perspective, this work is accompanied by a Python package which enables linguists to incorporate construction grammars into their own corpus-based work. The computational experiments in this Element are important for testing the learnability, variability, and confirmability of Construction Grammar as a theory of language. All code examples will leverage the cloud computing platform Code Ocean to guide readers through implementation of these algorithms.

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Dunn, Jonathan

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Linguistics