Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity
ABSTRACT: This review presents the trajectory and current scenario regarding the collection and processing of digital Personally Identifiable Information and its influence on the development of Artificial Intelligence applications such as Large Language Models. From this context, the state of existi...
- Autores:
-
Vargas Rodríguez, Yuli Paola
- Tipo de recurso:
- Trabajo de grado de pregrado
- Fecha de publicación:
- 2024
- Institución:
- Universidad de Antioquia
- Repositorio:
- Repositorio UdeA
- Idioma:
- eng
- OAI Identifier:
- oai:bibliotecadigital.udea.edu.co:10495/42789
- Acceso en línea:
- https://hdl.handle.net/10495/42789
- Palabra clave:
- Personal information management
Data processing
European ParliamenGeneral Data Protection Regulation
Risk--Sociological aspects
Machine learning
Science and Technology Studies
Comunicaciones digitales
Digital communications
Ciencia y tecnología
Science and technology
- Rights
- openAccess
- License
- http://creativecommons.org/licenses/by-nc-sa/2.5/co/
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| dc.title.spa.fl_str_mv |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| title |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| spellingShingle |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity Personal information management Data processing European ParliamenGeneral Data Protection Regulation Risk--Sociological aspects Machine learning Science and Technology Studies Comunicaciones digitales Digital communications Ciencia y tecnología Science and technology |
| title_short |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| title_full |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| title_fullStr |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| title_full_unstemmed |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| title_sort |
Personal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive Modernity |
| dc.creator.fl_str_mv |
Vargas Rodríguez, Yuli Paola |
| dc.contributor.advisor.none.fl_str_mv |
Duitama Muñoz, John Freddy |
| dc.contributor.author.none.fl_str_mv |
Vargas Rodríguez, Yuli Paola |
| dc.subject.lcsh.none.fl_str_mv |
Personal information management Data processing European ParliamenGeneral Data Protection Regulation Risk--Sociological aspects Machine learning Science and Technology Studies |
| topic |
Personal information management Data processing European ParliamenGeneral Data Protection Regulation Risk--Sociological aspects Machine learning Science and Technology Studies Comunicaciones digitales Digital communications Ciencia y tecnología Science and technology |
| dc.subject.lemb.none.fl_str_mv |
Comunicaciones digitales Digital communications Ciencia y tecnología Science and technology |
| description |
ABSTRACT: This review presents the trajectory and current scenario regarding the collection and processing of digital Personally Identifiable Information and its influence on the development of Artificial Intelligence applications such as Large Language Models. From this context, the state of existing legislative frameworks in the European Union, the State of California in the United States, and Colombian legislation in relation to the handling of personal data in technologies that use Artificial Intelligence is evaluated. At the same time, the frameworks for data processing by technology companies that have developed the most popular LLMs for the period between 2023 and 2024 are reviewed. This review aims to analyze, from the perspective of Ulrich Beck's risk society and reflexive modernization, how the uncertainties arising from the side effects produced by technological developments with global reach, such as LLMs, are presented. |
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2024 |
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2024-10-21T15:47:18Z |
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2024-10-21T15:47:18Z |
| dc.date.issued.none.fl_str_mv |
2024 |
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Tesis/Trabajo de grado - Monografía - Pregrado |
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https://hdl.handle.net/10495/42789 |
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https://hdl.handle.net/10495/42789 |
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eng |
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eng |
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openAccess |
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52 páginas |
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application/pdf |
| dc.publisher.spa.fl_str_mv |
Universidad de Antioquia |
| dc.publisher.place.spa.fl_str_mv |
Medellín, Colombia |
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Facultad de Ciencias Sociales y Humanas. Sociología |
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Universidad de Antioquia |
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Duitama Muñoz, John FreddyVargas Rodríguez, Yuli Paola2024-10-21T15:47:18Z2024-10-21T15:47:18Z2024https://hdl.handle.net/10495/42789ABSTRACT: This review presents the trajectory and current scenario regarding the collection and processing of digital Personally Identifiable Information and its influence on the development of Artificial Intelligence applications such as Large Language Models. From this context, the state of existing legislative frameworks in the European Union, the State of California in the United States, and Colombian legislation in relation to the handling of personal data in technologies that use Artificial Intelligence is evaluated. At the same time, the frameworks for data processing by technology companies that have developed the most popular LLMs for the period between 2023 and 2024 are reviewed. This review aims to analyze, from the perspective of Ulrich Beck's risk society and reflexive modernization, how the uncertainties arising from the side effects produced by technological developments with global reach, such as LLMs, are presented.RESUMEN: Esta revisión presenta la trayectoria y el escenario actual respecto a la recolección y el tratamiento de la Información de Identificación Personal digital y su influencia en el desarrollo de aplicaciones de Inteligencia Artificial como los modelos de lenguaje de gran tamaño. A partir de este contexto, se evalúa el estado de los marcos legislativos existentes en la Unión Europea, el Estado de California en Estados Unidos y las legislaciones colombianas en relación al manejo de datos personales en tecnologías que usan Inteligencia Artificial. Al mismo tiempo, se revisan los marcos para el tratamiento de datos de las compañías de tecnología que han desarrollado los LLMs más populares para el período comprendido entre 2023 y 2024. Esta revisión tiene como objetivo analizar, desde la perspectiva de la sociedad de riesgo y la modernización reflexiva de Ulrich Beck, cómo se presentan las incertidumbres que surgen de los efectos colaterales producidos por los desarrollos tecnológicos con alcance global como lo son los LLM.PregradoSocióloga52 páginasapplication/pdfengUniversidad de AntioquiaMedellín, ColombiaFacultad de Ciencias Sociales y Humanas. Sociologíahttp://creativecommons.org/licenses/by-nc-sa/2.5/co/https://creativecommons.org/licenses/by-nc-sa/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Personal information managementData processingEuropean ParliamenGeneral Data Protection RegulationRisk--Sociological aspectsMachine learningScience and Technology StudiesComunicaciones digitalesDigital communicationsCiencia y tecnologíaScience and technologyPersonal Identifiable Information Erasure in Large Language Models in a Globalized Context : A Review from the Theoretical Perspective of Ulrich Beck's Risk and Reflexive ModernityTesis/Trabajo de grado - Monografía - Pregradohttp://purl.org/coar/resource_type/c_7a1fhttps://purl.org/redcol/resource_type/TPhttp://purl.org/coar/version/c_b1a7d7d4d402bcceinfo:eu-repo/semantics/bachelorThesisinfo:eu-repo/semantics/draftPublicationLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/f9b11409-20c0-4485-bf1d-3a7251c9cb19/download8a4605be74aa9ea9d79846c1fba20a33MD518falseAnonymousREADORIGINALVargasYuli_ 2024_LLM_Personal_Information.pdfVargasYuli_ 2024_LLM_Personal_Information.pdfTrabajo de grado de pregradoapplication/pdf1121934https://bibliotecadigital.udea.edu.co/bitstreams/2a04bcb7-f6d5-4a52-9f39-b7425d4fd5cd/download64d4c45d3f9432642ceccc6146675523MD515trueAnonymousREADTEXTVargasYuli_ 2024_LLM_Personal_Information.pdf.txtVargasYuli_ 2024_LLM_Personal_Information.pdf.txtExtracted texttext/plain100301https://bibliotecadigital.udea.edu.co/bitstreams/74801239-0314-4c0f-9622-47ec58a3e523/download46b4f403c9d2b495ec0f5fdbffd2e8b2MD519falseAnonymousREADTHUMBNAILVargasYuli_ 2024_LLM_Personal_Information.pdf.jpgVargasYuli_ 2024_LLM_Personal_Information.pdf.jpgGenerated Thumbnailimage/jpeg7458https://bibliotecadigital.udea.edu.co/bitstreams/e2258579-5468-4544-993d-ba3d7e00425a/downloadcbaa47f0b4fe0351daf82fdfe0b826a3MD520falseAnonymousREAD10495/42789oai:bibliotecadigital.udea.edu.co:10495/427892025-03-26 22:03:17.873http://creativecommons.org/licenses/by-nc-sa/2.5/co/open.accesshttps://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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 |