OASIcs.SLATE.2014.169.pdf
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Assigning Polarity Automatically to the Synsets of a Wordnet-like Resource
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3rd Symposium on Languages, Applications and Technologies (SLATE 2014)
Series: Open Access Series in Informatics (OASIcs)
Conference: Symposium on Languages, Applications and Technologies (SLATE) - License:
Creative Commons Attribution 3.0 Unported license
- Publication Date: 2014-06-18
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Hugo Gonçalo Oliveira, António Paulo Santos, and Paulo Gomes. Assigning Polarity Automatically to the Synsets of a Wordnet-like Resource. In 3rd Symposium on Languages, Applications and Technologies. Open Access Series in Informatics (OASIcs), Volume 38, pp. 169-184, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2014)
https://doi.org/10.4230/OASIcs.SLATE.2014.169
https://doi.org/10.4230/OASIcs.SLATE.2014.169
Abstract
This article describes work towards the automatic creation of a conceptual polarity lexicon for Portuguese. For this purpose, we take advantage of a polarity lexicon based on single lemmas to assign polarities to the synsets of a wordnet-like resource. We assume that each synset has the polarity of the majority of its lemmas, given by the initial lexicon. After that, polarity is propagated to other synsets, through different types of semantic relations. The relation types used were selected after manual evaluation. The main result of this work is a lexicon with more than 10,000 synsets with an assigned polarity, with accuracy of 70% or 79%, depending on the human evaluator. For Portuguese, this is the first synset-based polarity lexicon we are aware of. In addition to this contribution, the presented approach can be applied to create similar resources for other languages.
Keywords
- sentiment analysis
- polarity
- lexicon
- wordnet
- Portuguese
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