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Zipfian Distributions in Child-Directed Speech

Across languages, word frequency and rank follow a power law relation, forming a distribution known as the Zipfian distribution. There is growing experimental evidence that this well-studied phenomenon may be beneficial for language learning. However, most investigations of word distributions in nat...

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Autores principales: Lavi-Rotbain, Ori, Arnon, Inbal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MIT Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9987348/
https://www.ncbi.nlm.nih.gov/pubmed/36891353
http://dx.doi.org/10.1162/opmi_a_00070
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author Lavi-Rotbain, Ori
Arnon, Inbal
author_facet Lavi-Rotbain, Ori
Arnon, Inbal
author_sort Lavi-Rotbain, Ori
collection PubMed
description Across languages, word frequency and rank follow a power law relation, forming a distribution known as the Zipfian distribution. There is growing experimental evidence that this well-studied phenomenon may be beneficial for language learning. However, most investigations of word distributions in natural language have focused on adult-to-adult speech: Zipf’s law has not been thoroughly evaluated in child-directed speech (CDS) across languages. If Zipfian distributions facilitate learning, they should also be found in CDS. At the same time, several unique properties of CDS may result in a less skewed distribution. Here, we examine the frequency distribution of words in CDS in three studies. We first show that CDS is Zipfian across 15 languages from seven language families. We then show that CDS is Zipfian from early on (six-months) and across development for five languages with sufficient longitudinal data. Finally, we show that the distribution holds across different parts of speech: Nouns, verbs, adjectives and prepositions follow a Zipfian distribution. Together, the results show that the input children hear is skewed in a particular way from early on, providing necessary (but not sufficient) support for the postulated learning advantage of such skew. They highlight the need to study skewed learning environments experimentally.
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spelling pubmed-99873482023-03-07 Zipfian Distributions in Child-Directed Speech Lavi-Rotbain, Ori Arnon, Inbal Open Mind (Camb) Research Article Across languages, word frequency and rank follow a power law relation, forming a distribution known as the Zipfian distribution. There is growing experimental evidence that this well-studied phenomenon may be beneficial for language learning. However, most investigations of word distributions in natural language have focused on adult-to-adult speech: Zipf’s law has not been thoroughly evaluated in child-directed speech (CDS) across languages. If Zipfian distributions facilitate learning, they should also be found in CDS. At the same time, several unique properties of CDS may result in a less skewed distribution. Here, we examine the frequency distribution of words in CDS in three studies. We first show that CDS is Zipfian across 15 languages from seven language families. We then show that CDS is Zipfian from early on (six-months) and across development for five languages with sufficient longitudinal data. Finally, we show that the distribution holds across different parts of speech: Nouns, verbs, adjectives and prepositions follow a Zipfian distribution. Together, the results show that the input children hear is skewed in a particular way from early on, providing necessary (but not sufficient) support for the postulated learning advantage of such skew. They highlight the need to study skewed learning environments experimentally. MIT Press 2023-01-24 /pmc/articles/PMC9987348/ /pubmed/36891353 http://dx.doi.org/10.1162/opmi_a_00070 Text en © 2022 Massachusetts Institute of Technology https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. For a full description of the license, please visit https://creativecommons.org/licenses/by/4.0/.
spellingShingle Research Article
Lavi-Rotbain, Ori
Arnon, Inbal
Zipfian Distributions in Child-Directed Speech
title Zipfian Distributions in Child-Directed Speech
title_full Zipfian Distributions in Child-Directed Speech
title_fullStr Zipfian Distributions in Child-Directed Speech
title_full_unstemmed Zipfian Distributions in Child-Directed Speech
title_short Zipfian Distributions in Child-Directed Speech
title_sort zipfian distributions in child-directed speech
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9987348/
https://www.ncbi.nlm.nih.gov/pubmed/36891353
http://dx.doi.org/10.1162/opmi_a_00070
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