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1
Finding Variants for Construction-Based Dialectometry: A Corpus-Based Approach to Regional CxGs ...
Dunn, Jonathan. - : arXiv, 2021
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2
Representations of Language Varieties Are Reliable Given Corpus Similarity Measures ...
Dunn, Jonathan. - : arXiv, 2021
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3
Measuring Linguistic Diversity During COVID-19 ...
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4
Learned Construction Grammars Converge Across Registers Given Increased Exposure ...
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5
Production vs Perception: The Role of Individuality in Usage-Based Grammar Induction ...
Dunn, Jonathan; Nini, Andrea. - : arXiv, 2021
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6
Global Syntactic Variation in Seven Languages: Towards a Computational Dialectology ...
Dunn, Jonathan. - : arXiv, 2021
Abstract: The goal of this paper is to provide a complete representation of regional linguistic variation on a global scale. To this end, the paper focuses on removing three constraints that have previously limited work within dialectology/dialectometry. First, rather than assuming a fixed and incomplete set of variants, we use Computational Construction Grammar to provide a replicable and falsifiable set of syntactic features. Second, rather than assuming a specific area of interest, we use global language mapping based on web-crawled and social media datasets to determine the selection of national varieties. Third, rather than looking at a single language in isolation, we model seven major languages together using the same methods: Arabic, English, French, German, Portuguese, Russian, and Spanish. Results show that models for each language are able to robustly predict the region-of-origin of held-out samples better using Construction Grammars than using simpler syntactic features. These global-scale experiments are ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2104.01306
https://dx.doi.org/10.48550/arxiv.2104.01306
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7
Natural Language Processing for Corpus Linguistics ...
Dunn, Jonathan. - : Code Ocean, 2021
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8
Learned Construction Grammars Converge Across Registers Given Increased Exposure
Dunn, Jonathan; Tayyar Madabushi H. - : Association for Computational Linguistics, 2021
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9
Production vs Perception: The Role of Individuality in Usage-Based Grammar Induction
Nini A; Dunn, Jonathan. - : Association for Computational Linguistics, 2021
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10
Representations of Language Varieties Are Reliable Given Corpus Similarity Measures
Dunn, Jonathan. - : Association for Computational Linguistics, 2021
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