@article{cotterell-etal-2019-complexity,
title = "On the Complexity and Typology of Inflectional Morphological Systems",
author = "Cotterell, Ryan and
Kirov, Christo and
Hulden, Mans and
Eisner, Jason",
editor = "Lee, Lillian and
Johnson, Mark and
Roark, Brian and
Nenkova, Ani",
journal = "Transactions of the Association for Computational Linguistics",
volume = "7",
year = "2019",
address = "Cambridge, MA",
publisher = "MIT Press",
url = "https://aclanthology.org/Q19-1021",
doi = "10.1162/tacl_a_00271",
pages = "327--342",
abstract = "We quantify the linguistic complexity of different languages{'} morphological systems. We verify that there is a statistically significant empirical trade-off between paradigm size and irregularity: A language{'}s inflectional paradigms may be either large in size or highly irregular, but never both. We define a new measure of paradigm irregularity based on the conditional entropy of the surface realization of a paradigm{---} how hard it is to jointly predict all the word forms in a paradigm from the lemma. We estimate irregularity by training a predictive model. Our measurements are taken on large morphological paradigms from 36 typologically diverse languages.",
}
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<abstract>We quantify the linguistic complexity of different languages’ morphological systems. We verify that there is a statistically significant empirical trade-off between paradigm size and irregularity: A language’s inflectional paradigms may be either large in size or highly irregular, but never both. We define a new measure of paradigm irregularity based on the conditional entropy of the surface realization of a paradigm— how hard it is to jointly predict all the word forms in a paradigm from the lemma. We estimate irregularity by training a predictive model. Our measurements are taken on large morphological paradigms from 36 typologically diverse languages.</abstract>
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%0 Journal Article
%T On the Complexity and Typology of Inflectional Morphological Systems
%A Cotterell, Ryan
%A Kirov, Christo
%A Hulden, Mans
%A Eisner, Jason
%J Transactions of the Association for Computational Linguistics
%D 2019
%V 7
%I MIT Press
%C Cambridge, MA
%F cotterell-etal-2019-complexity
%X We quantify the linguistic complexity of different languages’ morphological systems. We verify that there is a statistically significant empirical trade-off between paradigm size and irregularity: A language’s inflectional paradigms may be either large in size or highly irregular, but never both. We define a new measure of paradigm irregularity based on the conditional entropy of the surface realization of a paradigm— how hard it is to jointly predict all the word forms in a paradigm from the lemma. We estimate irregularity by training a predictive model. Our measurements are taken on large morphological paradigms from 36 typologically diverse languages.
%R 10.1162/tacl_a_00271
%U https://aclanthology.org/Q19-1021
%U https://doi.org/10.1162/tacl_a_00271
%P 327-342
Markdown (Informal)
[On the Complexity and Typology of Inflectional Morphological Systems](https://aclanthology.org/Q19-1021) (Cotterell et al., TACL 2019)
ACL