AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING

Detalhes bibliográficos
Autor(a) principal: Sousa, Rogério Nogueira de
Data de Publicação: 2019
Outros Autores: Prata, David Nadler
Tipo de documento: Artigo
Idioma: por
eng
Título da fonte: Revista Esmat
Texto Completo: http://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304
Resumo: Today, the electronic process of the Judiciary Branchhas 70% of all new cases in virtual form. It is paramount to this reality an improvement in celerity to provide output to a growth demand of approximately 25 million of new cases per year. In this context, the seeking to facilitate the day-to-day operations of the Brazilian justice system is critical for efficiency in judicial provision and wide access to justice. The use of text summaries is a promissory way to speed finding out about the subject of documents, contributing to the celerity of law suit procedures. The purpose of this research is to develop a hybrid methodology capable of automatically generating summaries of legal documents, making use of techniques of Natural Language Processing and graph theory with words embedding, in conjunction with the Legal vocabulary coming from the Federal Supreme Court.
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spelling AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDINGRESUMO AUTOMÁTICO DE TEXTOS JURÍDICOS USANDO GRAFOS COM VOCABULÁRIO CONTROLADO E ALGORITMO K-MEANS COM WORDS EMBEDDINGToday, the electronic process of the Judiciary Branchhas 70% of all new cases in virtual form. It is paramount to this reality an improvement in celerity to provide output to a growth demand of approximately 25 million of new cases per year. In this context, the seeking to facilitate the day-to-day operations of the Brazilian justice system is critical for efficiency in judicial provision and wide access to justice. The use of text summaries is a promissory way to speed finding out about the subject of documents, contributing to the celerity of law suit procedures. The purpose of this research is to develop a hybrid methodology capable of automatically generating summaries of legal documents, making use of techniques of Natural Language Processing and graph theory with words embedding, in conjunction with the Legal vocabulary coming from the Federal Supreme Court.O processo judicial eletrônico é uma realidade no Brasil, onde 70% dos casos novos em todo Poder Judiciário são virtuais. Fazer uso adequado dessa realidade e aprimorá-la é primordial para dar vazão à demanda de aproximadamente 25 milhões de processos novos por ano. Nesse contexto, buscar facilitar o dia a dia dos operadores da justiça brasileira, responsáveis pelas análises do crescente volume de informação digital presentes nos autos, é primordial para a eficiência na prestação jurisdicional e amplo acesso à justiça. Usar resumos/textos é uma forma ágil de se inteirar sobre o assunto do texto, podendo ser um meio de empregar mais agilidade à tramitação processual. Assim, esta pesquisa visa ao desenvolvimento de uma ferramenta capaz de gerar automaticamente resumos de textos jurídicos, fazendo uso de técnicas de Processamento de Linguagem Natural e teoria de grafos em conjunto com o vocabulário jurídico advindo do Supremo Tribunal Federal.ESCOLA SUPERIOR DA MAGISTRATURA TOCANTINENSE - ESMAT2019-10-14info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/pdfhttp://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/30410.34060/reesmat.v11i18.304ESMAT Magazine; Vol. 11 No. 18 (2019); 65-80REVISTA ESMAT; v. 11 n. 18 (2019); 65-802447-98962177-036010.34060/reesmat.v11i18reponame:Revista Esmatinstname:Escola Superior da Magistratura Tocantinense (ESMAT)instacron:ESMATporenghttp://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304/257http://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304/372Copyright (c) 2019 REVISTA ESMATinfo:eu-repo/semantics/openAccessSousa, Rogério Nogueira dePrata, David Nadler2022-11-08T20:54:11Zoai:ojs.esmat.tjto.jus.br:article/304Revistahttp://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/indexPUBhttp://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/oai||revistaesmat@tjto.jus.br2447-98962177-0360opendoar:2022-11-08T20:54:11Revista Esmat - Escola Superior da Magistratura Tocantinense (ESMAT)false
dc.title.none.fl_str_mv AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
RESUMO AUTOMÁTICO DE TEXTOS JURÍDICOS USANDO GRAFOS COM VOCABULÁRIO CONTROLADO E ALGORITMO K-MEANS COM WORDS EMBEDDING
title AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
spellingShingle AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
Sousa, Rogério Nogueira de
title_short AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
title_full AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
title_fullStr AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
title_full_unstemmed AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
title_sort AUTOMATIC SUMMARY OF LEGAL TEXTS USING GRAPHS WITH CONTROLLED VOCABULARY AND K-MEANS ALGORITHM WITH WORDS EMBEDDING
author Sousa, Rogério Nogueira de
author_facet Sousa, Rogério Nogueira de
Prata, David Nadler
author_role author
author2 Prata, David Nadler
author2_role author
dc.contributor.author.fl_str_mv Sousa, Rogério Nogueira de
Prata, David Nadler
description Today, the electronic process of the Judiciary Branchhas 70% of all new cases in virtual form. It is paramount to this reality an improvement in celerity to provide output to a growth demand of approximately 25 million of new cases per year. In this context, the seeking to facilitate the day-to-day operations of the Brazilian justice system is critical for efficiency in judicial provision and wide access to justice. The use of text summaries is a promissory way to speed finding out about the subject of documents, contributing to the celerity of law suit procedures. The purpose of this research is to develop a hybrid methodology capable of automatically generating summaries of legal documents, making use of techniques of Natural Language Processing and graph theory with words embedding, in conjunction with the Legal vocabulary coming from the Federal Supreme Court.
publishDate 2019
dc.date.none.fl_str_mv 2019-10-14
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304
10.34060/reesmat.v11i18.304
url http://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304
identifier_str_mv 10.34060/reesmat.v11i18.304
dc.language.iso.fl_str_mv por
eng
language por
eng
dc.relation.none.fl_str_mv http://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304/257
http://esmat.tjto.jus.br/publicacoes/index.php/revista_esmat/article/view/304/372
dc.rights.driver.fl_str_mv Copyright (c) 2019 REVISTA ESMAT
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2019 REVISTA ESMAT
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv ESCOLA SUPERIOR DA MAGISTRATURA TOCANTINENSE - ESMAT
publisher.none.fl_str_mv ESCOLA SUPERIOR DA MAGISTRATURA TOCANTINENSE - ESMAT
dc.source.none.fl_str_mv ESMAT Magazine; Vol. 11 No. 18 (2019); 65-80
REVISTA ESMAT; v. 11 n. 18 (2019); 65-80
2447-9896
2177-0360
10.34060/reesmat.v11i18
reponame:Revista Esmat
instname:Escola Superior da Magistratura Tocantinense (ESMAT)
instacron:ESMAT
instname_str Escola Superior da Magistratura Tocantinense (ESMAT)
instacron_str ESMAT
institution ESMAT
reponame_str Revista Esmat
collection Revista Esmat
repository.name.fl_str_mv Revista Esmat - Escola Superior da Magistratura Tocantinense (ESMAT)
repository.mail.fl_str_mv ||revistaesmat@tjto.jus.br
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