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Finding Variants for Construction-Based Dialectometry: A Corpus-Based Approach to Regional CxGs ...
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Representations of Language Varieties Are Reliable Given Corpus Similarity Measures ...
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Learned Construction Grammars Converge Across Registers Given Increased Exposure ...
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Production vs Perception: The Role of Individuality in Usage-Based Grammar Induction ...
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Abstract:
This paper asks whether a distinction between production-based and perception-based grammar induction influences either (i) the growth curve of grammars and lexicons or (ii) the similarity between representations learned from independent sub-sets of a corpus. A production-based model is trained on the usage of a single individual, thus simulating the grammatical knowledge of a single speaker. A perception-based model is trained on an aggregation of many individuals, thus simulating grammatical generalizations learned from exposure to many different speakers. To ensure robustness, the experiments are replicated across two registers of written English, with four additional registers reserved as a control. A set of three computational experiments shows that production-based grammars are significantly different from perception-based grammars across all conditions, with a steeper growth curve that can be explained by substantial inter-individual grammatical differences. ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2104.09033 https://arxiv.org/abs/2104.09033
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Global Syntactic Variation in Seven Languages: Towards a Computational Dialectology ...
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Learned Construction Grammars Converge Across Registers Given Increased Exposure
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Production vs Perception: The Role of Individuality in Usage-Based Grammar Induction
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Representations of Language Varieties Are Reliable Given Corpus Similarity Measures
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Modeling Global Syntactic Variation in English Using Dialect Classification ...
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Mapping Languages and Demographics with Georeferenced Corpora
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Global Syntactic Variation in Seven Languages: Toward a Computational Dialectology
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In: Front Artif Intell (2019)
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Modeling the Complexity and Descriptive Adequacy of Construction Grammars
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In: Proceedings of the Society for Computation in Linguistics (2018)
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Learnability and falsifiability of Construction Grammars
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In: Proceedings of the Linguistic Society of America; Vol 2 (2017): Proceedings of the Linguistic Society of America; 1:1–15 ; 2473-8689 (2017)
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The Linguistic Status of Predictions and Feature Ranks from SVM Text Classifiers
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In: LSA Annual Meeting Extended Abstracts; Vol 6: LSA Annual Meeting Extended Abstracts 2015; 5:1-5 ; 2377-3367 (2015)
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