Umigon-lexicon: rule-based model for interpretable sentiment analysis and factuality categorization

We present umigon-lexicon, a set of lexicons in English and associated conditions to evaluate sentiment in a text. These lexicons are curated to capture the subjective sentiment conveyed by the author specifically, as opposed to the identification of the overall sentiment. We provide a comparison wi...

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Veröffentlicht in:Language resources and evaluation 2024-06
1. Verfasser: Levallois, Clément
Format: Artikel
Sprache:eng
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Zusammenfassung:We present umigon-lexicon, a set of lexicons in English and associated conditions to evaluate sentiment in a text. These lexicons are curated to capture the subjective sentiment conveyed by the author specifically, as opposed to the identification of the overall sentiment. We provide a comparison with existing lexicons before evaluating the performance on sentiment and factuality classification tasks. These contributions highlight the long-lasting relevance of lexicon-based solutions for algorithmic, inherently interpretable models in sentiment analysis and factuality categorization.
ISSN:1574-020X
1574-0218
DOI:10.1007/s10579-024-09742-y