Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas

This paper presents a new set of lemma embeddings for the Latin language. Embeddings are trained on a manually annotated corpus of texts belonging to the Classical era: different models, architectures and dimensions are tested and evaluated using a novel benchmark for the synonym selection task. In...

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Autores principales:	Rachele Sprugnoli, Giovanni Moretti, Marco Passarotti
Formato:	article
Lenguaje:	EN
Publicado:	Accademia University Press 2020
Materias:	Social Sciences H Computational linguistics. Natural language processing P98-98.5
Acceso en línea:	https://doaj.org/article/7c5afd58eef44c698580f902978bf4f8
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id	oai:doaj.org-article:7c5afd58eef44c698580f902978bf4f8
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spelling	oai:doaj.org-article:7c5afd58eef44c698580f902978bf4f82021-12-02T09:52:31ZBuilding and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas2499-455310.4000/ijcol.624https://doaj.org/article/7c5afd58eef44c698580f902978bf4f82020-06-01T00:00:00Zhttp://journals.openedition.org/ijcol/624https://doaj.org/toc/2499-4553This paper presents a new set of lemma embeddings for the Latin language. Embeddings are trained on a manually annotated corpus of texts belonging to the Classical era: different models, architectures and dimensions are tested and evaluated using a novel benchmark for the synonym selection task. In addition, we release vectors pre-trained on the “Opera Maiora” by Thomas Aquinas, thus providing a resource to analyze Latin in a diachronic perspective. The embeddings built upon the two training corpora are compared to each other to support diachronic lexical studies. The words showing the highest usage change between the two corpora are reported and a selection of them is discussed.Rachele SprugnoliGiovanni MorettiMarco PassarottiAccademia University PressarticleSocial SciencesHComputational linguistics. Natural language processingP98-98.5ENIJCoL, Vol 6, Iss 1, Pp 29-45 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Social Sciences H Computational linguistics. Natural language processing P98-98.5
spellingShingle	Social Sciences H Computational linguistics. Natural language processing P98-98.5 Rachele Sprugnoli Giovanni Moretti Marco Passarotti Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas
description	This paper presents a new set of lemma embeddings for the Latin language. Embeddings are trained on a manually annotated corpus of texts belonging to the Classical era: different models, architectures and dimensions are tested and evaluated using a novel benchmark for the synonym selection task. In addition, we release vectors pre-trained on the “Opera Maiora” by Thomas Aquinas, thus providing a resource to analyze Latin in a diachronic perspective. The embeddings built upon the two training corpora are compared to each other to support diachronic lexical studies. The words showing the highest usage change between the two corpora are reported and a selection of them is discussed.
format	article
author	Rachele Sprugnoli Giovanni Moretti Marco Passarotti
author_facet	Rachele Sprugnoli Giovanni Moretti Marco Passarotti
author_sort	Rachele Sprugnoli
title	Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas
title_short	Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas
title_full	Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas
title_fullStr	Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas
title_full_unstemmed	Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas
title_sort	building and comparing lemma embeddings for latin. classical latin versus thomas aquinas
publisher	Accademia University Press
publishDate	2020
url	https://doaj.org/article/7c5afd58eef44c698580f902978bf4f8
work_keys_str_mv	AT rachelesprugnoli buildingandcomparinglemmaembeddingsforlatinclassicallatinversusthomasaquinas AT giovannimoretti buildingandcomparinglemmaembeddingsforlatinclassicallatinversusthomasaquinas AT marcopassarotti buildingandcomparinglemmaembeddingsforlatinclassicallatinversusthomasaquinas
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Building and Comparing Lemma Embeddings for Latin. Classical Latin versus Thomas Aquinas

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