Embedding Meaning Algebra into Distributional Semantics

Alonso Viñas, Carlos. (2023). Embedding Meaning Algebra into Distributional Semantics Master Thesis, Universidad Nacional de Educación a Distancia (España). Escuela Técnica Superior de Ingeniería Informática. Departamento de Lenguajes y Sistemas Informáticos

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Título Embedding Meaning Algebra into Distributional Semantics
Autor(es) Alonso Viñas, Carlos
Abstract 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.
Notas adicionales Trabajo Final de Máster Universitario en Tecnologías del lenguaje. UNED
Materia(s) Ingeniería Informática
Editor(es) Universidad Nacional de Educación a Distancia (España). Escuela Técnica Superior de Ingeniería Informática. Departamento de Lenguajes y Sistemas Informáticos
Director/Tutor Amigó Cabrera, Enrique
Fresno Fernández, Víctor
Fecha 2023-09-24
Formato application/pdf
Identificador bibliuned:master-ETSInformatica-TL-Calonso
http://e-spacio.uned.es/fez/view/bibliuned:master-ETSInformatica-TL-Calonso
Idioma eng
Versión de la publicación acceptedVersion
Nivel de acceso y licencia http://creativecommons.org/licenses/by-nc-nd/4.0
info:eu-repo/semantics/openAccess
Tipo de recurso master Thesis
Tipo de acceso Acceso abierto

 
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Creado: Fri, 08 Dec 2023, 00:17:25 CET