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Analysis of Italian Word Embeddings

Authors :
Stefano Li Pira
Rocco Tripodi
Source :
CLiC-it, Scopus-Elsevier
Publication Year :
2018
Publisher :
Accademia University Press, 2018.

Abstract

In this work we analyze the performances of two of the most used word embeddings algorithms, skip-gram and continuous bag of words on Italian language. These algorithms have many hyper-parameter that have to be carefully tuned in order to obtain accurate word representation in vectorial space. We provide an accurate analysis and an evaluation, showing what are the best configuration of parameters for specific tasks.<br />Comment: 5 pages, 8 figures

Details

Language :
English
Database :
OpenAIRE
Journal :
CLiC-it, Scopus-Elsevier
Accession number :
edsair.doi.dedup.....0ca685965bcdae9eb27a29892397b912