Embedding Meaning Algebra into Distributional Semantics

The field of distributional semantics has seen significant progress in recent years due to advancements in natural language processing techniques, particularly through the development of Neural Language Models like GPT and BERT. However, there are still challenges to overcome in terms of semantic re...

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Detalhes bibliográficos
Autor: Alonso Viñas, Carlos
Formato: tesis de maestría
Fecha de publicación:2023
País:España
Recursos:Universidad Nacional de Educación a Distancia
Repositorio:e-spacio. Repositorio Institucional de la UNED
Idioma:inglés
OAI Identifier:oai:e-spacio.uned.es:20.500.14468/14708
Acesso em linha:https://hdl.handle.net/20.500.14468/14708
Access Level:acceso abierto
Palavra-chave:1203 Ciencia de los ordenadores
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spelling Embedding Meaning Algebra into Distributional SemanticsAlonso Viñas, Carlos1203 Ciencia de los ordenadoresThe field of distributional semantics has seen significant progress in recent years due to advancements in natural language processing techniques, particularly through the development of Neural Language Models like GPT and BERT. However, there are still challenges to overcome in terms of semantic representation, particularly in the lack of coherence and consistency in existing representation systems. This work introduces a framework defining the relationship between a probabilistic space, a set of meanings, and a vector space of static embedding representations; and establishes formal properties based on definitions that would be desirable for any distributional representation system to comply with in order to establish a common ground between distributional semantics and other approaches. This work also introduces an evaluation benchmark, defined on the basis of the formal properties introduced, which will allow to measure the quality of a representation system.Universidad Nacional de Educación a Distancia (España). Escuela Técnica Superior de Ingeniería Informática. Departamento de Lenguajes y Sistemas InformáticosAmigo Cabrera, EnriqueFresno Fernández, Víctor Diegoe-Spacio UNED20242024-05-2020232023-09-2420232023-09-24master thesishttp://purl.org/coar/resource_type/c_bdccinfo:eu-repo/semantics/masterThesisapplication/pdfhttps://hdl.handle.net/20.500.14468/14708reponame:e-spacio. Repositorio Institucional de la UNEDinstname:Universidad Nacional de Educación a DistanciaInglésengopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-nd/4.0/deed.esoai:e-spacio.uned.es:20.500.14468/147082026-06-06T12:38:31Z
dc.title.none.fl_str_mv Embedding Meaning Algebra into Distributional Semantics
title Embedding Meaning Algebra into Distributional Semantics
spellingShingle Embedding Meaning Algebra into Distributional Semantics
Alonso Viñas, Carlos
1203 Ciencia de los ordenadores
title_short Embedding Meaning Algebra into Distributional Semantics
title_full Embedding Meaning Algebra into Distributional Semantics
title_fullStr Embedding Meaning Algebra into Distributional Semantics
title_full_unstemmed Embedding Meaning Algebra into Distributional Semantics
title_sort Embedding Meaning Algebra into Distributional Semantics
dc.creator.none.fl_str_mv Alonso Viñas, Carlos
author Alonso Viñas, Carlos
author_facet Alonso Viñas, Carlos
author_role author
dc.contributor.none.fl_str_mv Amigo Cabrera, Enrique
Fresno Fernández, Víctor Diego
e-Spacio UNED
dc.subject.none.fl_str_mv 1203 Ciencia de los ordenadores
topic 1203 Ciencia de los ordenadores
description The field of distributional semantics has seen significant progress in recent years due to advancements in natural language processing techniques, particularly through the development of Neural Language Models like GPT and BERT. However, there are still challenges to overcome in terms of semantic representation, particularly in the lack of coherence and consistency in existing representation systems. This work introduces a framework defining the relationship between a probabilistic space, a set of meanings, and a vector space of static embedding representations; and establishes formal properties based on definitions that would be desirable for any distributional representation system to comply with in order to establish a common ground between distributional semantics and other approaches. This work also introduces an evaluation benchmark, defined on the basis of the formal properties introduced, which will allow to measure the quality of a representation system.
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-09-24
2023
2023-09-24
2024
2024-05-20
dc.type.none.fl_str_mv master thesis
http://purl.org/coar/resource_type/c_bdcc
dc.type.openaire.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
dc.identifier.none.fl_str_mv https://hdl.handle.net/20.500.14468/14708
url https://hdl.handle.net/20.500.14468/14708
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-nd/4.0/deed.es
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
https://creativecommons.org/licenses/by-nc-nd/4.0/deed.es
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidad Nacional de Educación a Distancia (España). Escuela Técnica Superior de Ingeniería Informática. Departamento de Lenguajes y Sistemas Informáticos
publisher.none.fl_str_mv Universidad Nacional de Educación a Distancia (España). Escuela Técnica Superior de Ingeniería Informática. Departamento de Lenguajes y Sistemas Informáticos
dc.source.none.fl_str_mv reponame:e-spacio. Repositorio Institucional de la UNED
instname:Universidad Nacional de Educación a Distancia
instname_str Universidad Nacional de Educación a Distancia
reponame_str e-spacio. Repositorio Institucional de la UNED
collection e-spacio. Repositorio Institucional de la UNED
repository.name.fl_str_mv
repository.mail.fl_str_mv
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