Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary

Detalhes bibliográficos
Autor(a) principal: Mendes, Bruno Miguel Lopes
Data de Publicação: 2024
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/164184
Resumo: Dissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business Analytics
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spelling Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the JudiciaryArtificial IntelligenceLawHuman-Computer InteractionExplainable AI (XAI)SDG 8 - Decent work and economic growthSDG 16 - Peace, justice and strong institutionsDomínio/Área Científica::Ciências Naturais::Ciências da Computação e da InformaçãoDissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business AnalyticsThe field of AI is growing extremely rapidly. Recent advances have greatly increased interest in exploring its application in different domains, including in the practice of Law which presents particular challenges. The blackbox nature of cutting-edge neural networks directly conflicts with the necessity for transparency in legal proceedings, alongside the apparent shift in research focus from simpler diverse narrow systems to more general NLP systems such as LLMs which can be considerably opaquer despite having inherently intelligible output. Therefore, there’s a need to evaluate the integration of AI from the perspective of output explainability and intelligibility to the human users and affected parties. To this effect, a systematic literature review of the state of AI and Law was conducted wherein the major concerns are exposed, such as subtle algorithmic bias. Later, a framework is proposed to serve as a basis for planning and facilitating the implementation of AI systems as an assistant for legal professionals in legal tasks.Santos, Vítor Manuel Pereira Duarte dosRUNMendes, Bruno Miguel Lopes2024-02-27T16:09:44Z2024-01-312024-01-31T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/164184TID:203530500enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T05:51:06Zoai:run.unl.pt:10362/164184Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T04:00:04.638008Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
title Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
spellingShingle Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
Mendes, Bruno Miguel Lopes
Artificial Intelligence
Law
Human-Computer Interaction
Explainable AI (XAI)
SDG 8 - Decent work and economic growth
SDG 16 - Peace, justice and strong institutions
Domínio/Área Científica::Ciências Naturais::Ciências da Computação e da Informação
title_short Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
title_full Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
title_fullStr Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
title_full_unstemmed Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
title_sort Integration of AI and Law Viewed Through Explainability: A Framework to Facilitate AI Integration in the Judiciary
author Mendes, Bruno Miguel Lopes
author_facet Mendes, Bruno Miguel Lopes
author_role author
dc.contributor.none.fl_str_mv Santos, Vítor Manuel Pereira Duarte dos
RUN
dc.contributor.author.fl_str_mv Mendes, Bruno Miguel Lopes
dc.subject.por.fl_str_mv Artificial Intelligence
Law
Human-Computer Interaction
Explainable AI (XAI)
SDG 8 - Decent work and economic growth
SDG 16 - Peace, justice and strong institutions
Domínio/Área Científica::Ciências Naturais::Ciências da Computação e da Informação
topic Artificial Intelligence
Law
Human-Computer Interaction
Explainable AI (XAI)
SDG 8 - Decent work and economic growth
SDG 16 - Peace, justice and strong institutions
Domínio/Área Científica::Ciências Naturais::Ciências da Computação e da Informação
description Dissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Business Analytics
publishDate 2024
dc.date.none.fl_str_mv 2024-02-27T16:09:44Z
2024-01-31
2024-01-31T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10362/164184
TID:203530500
url http://hdl.handle.net/10362/164184
identifier_str_mv TID:203530500
dc.language.iso.fl_str_mv eng
language eng
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.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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