Extracting relations from texts using vector language models and a neural network classifier

Extracting relations from texts using vector language models and a neural network classifier

The article investigates the possibility of identifying the presence of SKOS (Simple Knowledge Organization System) relations between concepts represented by terms on the base of their vector representation in general natural language models. Several language models of the Word2Vec and GloVe familie...

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Bibliographic Details
Main Authors: Maksim Shishaev, Vladimir Dikovitsky, Vadim Pimeshkov, Nikita Kuprikov, Mikhail Kuprikov, Viacheslav Shkodyrev
Format: Article
Language:English
Published: PeerJ Inc. 2023-10-01
Series:PeerJ Computer Science
Subjects:
Relation extraction
SKOS
Neural network classifier
Word2Vec
GloVe
Online Access:https://peerj.com/articles/cs-1636.pdf

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https://peerj.com/articles/cs-1636.pdf

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