Simulating Spanish-English Code-Switching: El Modelo Está Generating Code-Switches

Chara Tsoukala, Stefan Frank, A. van den Bosch, Jorge Valdéz Kroff, Mirjam Broersma

Onderzoeksoutput: Hoofdstuk in boek/boekdeelBijdrage aan conferentie proceedingsWetenschappelijkpeer review

Samenvatting

Multilingual speakers are able to switch from one language to the other (“code-switch”) between or within sentences. Because the underlying cognitive mechanisms are not well understood, in this study we use computational cognitive modeling to shed light on the process of code-switching. We employed the Bilingual Dual-path model, a Recurrent Neural Network of bilingual sentence production (Tsoukala et al., 2017), and simulated sentence production in simultaneous Spanish-English bilinguals. Our first goal was to investigate whether the model would code-switch without being exposed to code-switched training input. The model indeed produced code-switches even without any exposure to such input and the patterns of code-switches are in line with earlier linguistic work (Poplack,1980). The second goal of this study was to investigate an auxiliary phrase asymmetry that exists in Spanish-English code-switched production. Using this cognitive model, we examined a possible cause for this asymmetry. To our knowledge, this is the first computational cognitive model that aims to simulate code-switched sentence production.
Originele taal-2Engels
TitelProceedings of the Workshop on Cognitive Modeling and Computational Linguistics
Plaats van productieMinneapolis, Minnesota
UitgeverijAssociation for Computational Linguistics (ACL)
Pagina's20-29
StatusGepubliceerd - 07 jun 2019

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