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Large language models: compilers for the 4th generation of programming languages?

Bibliographic Details
Main Author: Marcondes, Francisco Supino
Publication Date: 2023
Other Authors: Almeida, J. J., Novais, Paulo
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/1822/89843
Summary: This paper explores the possibility of large language models as a fourth generation programming language compiler. This is based on the idea that large language models are able to translate a natural language specification into a program written in a particular programming language. In other words, just as high-level languages provided an additional language abstraction to assembly code, large language models can provide an additional language abstraction to high-level languages. This interpretation allows large language models to be thought of through the lens of compiler theory, leading to insightful conclusions.
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spelling Large language models: compilers for the 4th generation of programming languages?CompilerLarge language modelProgramming languageThis paper explores the possibility of large language models as a fourth generation programming language compiler. This is based on the idea that large language models are able to translate a natural language specification into a program written in a particular programming language. In other words, just as high-level languages provided an additional language abstraction to assembly code, large language models can provide an additional language abstraction to high-level languages. This interpretation allows large language models to be thought of through the lens of compiler theory, leading to insightful conclusions.FCT - Fundação para a Ciência e a Tecnologia(UIDB/00319/2020)Schloss Dagstuhl - Leibniz-Zentrum für InformatikUniversidade do MinhoMarcondes, Francisco SupinoAlmeida, J. J.Novais, Paulo2023-082023-08-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/89843eng97839597729142190-680710.4230/OASIcs.SLATE.2023.10https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.SLATE.2023.10info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-11T07:09:31Zoai:repositorium.sdum.uminho.pt:1822/89843Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T16:17:39.261685Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Large language models: compilers for the 4th generation of programming languages?
title Large language models: compilers for the 4th generation of programming languages?
spellingShingle Large language models: compilers for the 4th generation of programming languages?
Marcondes, Francisco Supino
Compiler
Large language model
Programming language
title_short Large language models: compilers for the 4th generation of programming languages?
title_full Large language models: compilers for the 4th generation of programming languages?
title_fullStr Large language models: compilers for the 4th generation of programming languages?
title_full_unstemmed Large language models: compilers for the 4th generation of programming languages?
title_sort Large language models: compilers for the 4th generation of programming languages?
author Marcondes, Francisco Supino
author_facet Marcondes, Francisco Supino
Almeida, J. J.
Novais, Paulo
author_role author
author2 Almeida, J. J.
Novais, Paulo
author2_role author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Marcondes, Francisco Supino
Almeida, J. J.
Novais, Paulo
dc.subject.por.fl_str_mv Compiler
Large language model
Programming language
topic Compiler
Large language model
Programming language
description This paper explores the possibility of large language models as a fourth generation programming language compiler. This is based on the idea that large language models are able to translate a natural language specification into a program written in a particular programming language. In other words, just as high-level languages provided an additional language abstraction to assembly code, large language models can provide an additional language abstraction to high-level languages. This interpretation allows large language models to be thought of through the lens of compiler theory, leading to insightful conclusions.
publishDate 2023
dc.date.none.fl_str_mv 2023-08
2023-08-01T00:00:00Z
dc.type.driver.fl_str_mv conference paper
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/1822/89843
url https://hdl.handle.net/1822/89843
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 9783959772914
2190-6807
10.4230/OASIcs.SLATE.2023.10
https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.SLATE.2023.10
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Schloss Dagstuhl - Leibniz-Zentrum für Informatik
publisher.none.fl_str_mv Schloss Dagstuhl - Leibniz-Zentrum für Informatik
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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