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        <title>Toward a deep dialectological representation of Indo-Aryan</title>
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            <namePart type="given">Preslav</namePart>
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    <abstract>This paper presents a new approach to disentangling inter-dialectal and intra-dialectal relationships within one such group, the Indo-Aryan subgroup of Indo-European. We draw upon admixture models and deep generative models to tease apart historic language contact and language-specific behavior in the overall patterns of sound change displayed by Indo-Aryan languages. We show that a “deep” model of Indo-Aryan dialectology sheds some light on questions regarding inter-relationships among the Indo-Aryan languages, and performs better than a “shallow” model in terms of certain qualities of the posterior distribution (e.g., entropy of posterior distributions), and outline future pathways for model development.</abstract>
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%0 Conference Proceedings
%T Toward a deep dialectological representation of Indo-Aryan
%A Cathcart, Chundra
%Y Zampieri, Marcos
%Y Nakov, Preslav
%Y Malmasi, Shervin
%Y Ljubešić, Nikola
%Y Tiedemann, Jörg
%Y Ali, Ahmed
%S Proceedings of the Sixth Workshop on NLP for Similar Languages, Varieties and Dialects
%D 2019
%8 June
%I Association for Computational Linguistics
%C Ann Arbor, Michigan
%F cathcart-2019-toward
%X This paper presents a new approach to disentangling inter-dialectal and intra-dialectal relationships within one such group, the Indo-Aryan subgroup of Indo-European. We draw upon admixture models and deep generative models to tease apart historic language contact and language-specific behavior in the overall patterns of sound change displayed by Indo-Aryan languages. We show that a “deep” model of Indo-Aryan dialectology sheds some light on questions regarding inter-relationships among the Indo-Aryan languages, and performs better than a “shallow” model in terms of certain qualities of the posterior distribution (e.g., entropy of posterior distributions), and outline future pathways for model development.
%R 10.18653/v1/W19-1411
%U https://aclanthology.org/W19-1411
%U https://doi.org/10.18653/v1/W19-1411
%P 110-119

Markdown (Informal)

[Toward a deep dialectological representation of Indo-Aryan](https://aclanthology.org/W19-1411) (Cathcart, VarDial 2019)

• Toward a deep dialectological representation of Indo-Aryan (Cathcart, VarDial 2019)

ACL

• Chundra Cathcart. 2019. Toward a deep dialectological representation of Indo-Aryan. In Proceedings of the Sixth Workshop on NLP for Similar Languages, Varieties and Dialects, pages 110–119, Ann Arbor, Michigan. Association for Computational Linguistics.