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Clustering emotions in Portuguese

dc.contributor.authorSantos, Diana
dc.contributor.authorSimões, Alberto
dc.date.accessioned2026-04-19T16:15:32Z
dc.date.available2026-04-19T16:15:32Z
dc.date.issued2022
dc.description.abstractIn this paper we present some exploratory studies of emotion words based on large annotated corpora of Portuguese. Those corpora were automatically annotated with emotionality, and each emotion word was assigned one or more groups out of 26 emotion groups. Our goal is to evaluate those groups by applying different statistical approaches to our material, namely based on (a) co-occurrence in a sentence as a sign of closeness of meaning, and (b) word embeddings. After looking at the full material, we turn our attention to two specific emotion groups: Amor (‘love’) and Desespero (‘despair’), investigating whether clustering with those underlying techniques can help improve the shape, or redesign, particular emotion groups. In the paper we suggest some novel forms of measuring semantic coherence on word embedding models. Since computational research on emotion words in Portuguese is still rare, our methods and resources will lay the ground for future investigations.eng
dc.identifier.doi10.16995/jpl.8197
dc.identifier.issn2397-5563
dc.identifier.urihttp://hdl.handle.net/10400.26/62768
dc.language.isoeng
dc.peerreviewedyes
dc.relation.hasversionhttps://jpl.letras.ulisboa.pt/article/id/8197/
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.titleClustering emotions in Portugueseeng
dc.typejournal
dspace.entity.typePublication
oaire.citation.endPage33
oaire.citation.startPage1
oaire.citation.titleJournal of Portuguese Linguistics
oaire.citation.volume21
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85

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