Modelling Language using Large Language Models

Fuente: arXiv
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Autor principal: Grindrod, Jumbly
Formato: Preprint
Publicado: 2024
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author Grindrod, Jumbly
author_facet Grindrod, Jumbly
contents This paper argues that large language models have a valuable scientific role to play in serving as scientific models of public languages. Linguistic study should not only be concerned with the cognitive processes behind linguistic competence, but also with language understood as an external, social entity. Once this is recognized, the value of large language models as scientific models becomes clear. This paper defends the position against a number of arguments to the effect that language models provide no linguistic insight. Building upon Weisberg's (2007) notion of a model construal, it is then argued that recent work in computational linguistics to better understand the inner workings of large language models can be used to develop a model construal for large language models as models of a language.
format Preprint
id arxiv_https___arxiv_org_abs_2404_09579
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Modelling Language using Large Language Models
Grindrod, Jumbly
Computation and Language
Artificial Intelligence
This paper argues that large language models have a valuable scientific role to play in serving as scientific models of public languages. Linguistic study should not only be concerned with the cognitive processes behind linguistic competence, but also with language understood as an external, social entity. Once this is recognized, the value of large language models as scientific models becomes clear. This paper defends the position against a number of arguments to the effect that language models provide no linguistic insight. Building upon Weisberg's (2007) notion of a model construal, it is then argued that recent work in computational linguistics to better understand the inner workings of large language models can be used to develop a model construal for large language models as models of a language.
title Modelling Language using Large Language Models
topic Computation and Language
Artificial Intelligence
url https://arxiv.org/abs/2404.09579