Measuring Entrainment in Spontaneous Code-switched Speech

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Autori principali: Bhattacharya, Debasmita, Ding, Siying, Nguyen, Alayna, Hirschberg, Julia
Natura: Preprint
Pubblicazione: 2023
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author Bhattacharya, Debasmita
Ding, Siying
Nguyen, Alayna
Hirschberg, Julia
author_facet Bhattacharya, Debasmita
Ding, Siying
Nguyen, Alayna
Hirschberg, Julia
contents It is well-known that speakers who entrain to one another have more successful conversations than those who do not. Previous research has shown that interlocutors entrain on linguistic features in both written and spoken monolingual domains. More recent work on code-switched communication has also shown preliminary evidence of entrainment on certain aspects of code-switching (CSW). However, such studies of entrainment in code-switched domains have been extremely few and restricted to human-machine textual interactions. Our work studies code-switched spontaneous speech between humans, finding that (1) patterns of written and spoken entrainment in monolingual settings largely generalize to code-switched settings, and (2) some patterns of entrainment on code-switching in dialogue agent-generated text generalize to spontaneous code-switched speech. Our findings give rise to important implications for the potentially "universal" nature of entrainment as a communication phenomenon, and potential applications in inclusive and interactive speech technology.
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id arxiv_https___arxiv_org_abs_2311_07703
institution arXiv
publishDate 2023
record_format arxiv
spellingShingle Measuring Entrainment in Spontaneous Code-switched Speech
Bhattacharya, Debasmita
Ding, Siying
Nguyen, Alayna
Hirschberg, Julia
Computation and Language
Sound
Audio and Speech Processing
It is well-known that speakers who entrain to one another have more successful conversations than those who do not. Previous research has shown that interlocutors entrain on linguistic features in both written and spoken monolingual domains. More recent work on code-switched communication has also shown preliminary evidence of entrainment on certain aspects of code-switching (CSW). However, such studies of entrainment in code-switched domains have been extremely few and restricted to human-machine textual interactions. Our work studies code-switched spontaneous speech between humans, finding that (1) patterns of written and spoken entrainment in monolingual settings largely generalize to code-switched settings, and (2) some patterns of entrainment on code-switching in dialogue agent-generated text generalize to spontaneous code-switched speech. Our findings give rise to important implications for the potentially "universal" nature of entrainment as a communication phenomenon, and potential applications in inclusive and interactive speech technology.
title Measuring Entrainment in Spontaneous Code-switched Speech
topic Computation and Language
Sound
Audio and Speech Processing
url https://arxiv.org/abs/2311.07703