Umigon-lexicon: rule-based model for interpretable sentiment analysis and factuality categorization.
We introduce umigon-lexicon, a novel resource comprising English lexicons and associated conditions designed specifically to evaluate the sentiment conveyed by an author's subjective perspective. We conduct a comprehensive comparison with existing lexicons and evaluate umigon-lexicon's efficacy in s...
| Publicado en: | Language Resources & Evaluation Vol. 59; no. 2; pp. 913 - 931 |
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| Formato: | Artículo |
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Springer Nature
Jun2025
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=hlh&AN=185240037&site=ehost-live header: @attributes: shortDbName: hlh uiTerm: 185240037 longDbName: Humanities International Complete uiTag: AN controlInfo: bkinfo: jinfo: jid: 1574020X 179V jtl: Language Resources & Evaluation issn: 1574020X maglogo: N pubinfo: dt: Jun2025 vid: 59 iid: 2 pid: 237 pub: Springer Nature artinfo: ui: 185240037 10.1007/s10579-024-09742-y ppf: 913 ppct: 18 formats: fmt: – @attributes: type: T – @attributes: type: P size: 780KB tig: atl: Umigon-lexicon: rule-based model for interpretable sentiment analysis and factuality categorization. aug: au: Levallois, Clément affil: https://ror.org/009gmrj52 Emlyon Business School, Paris, France su: Sentiment analysis Lexicon Disease complications Classification sug: subj: Sentiment analysis Lexicon Disease complications Classification keyword: Explainability Factuality classification Interpretability ab: We introduce umigon-lexicon, a novel resource comprising English lexicons and associated conditions designed specifically to evaluate the sentiment conveyed by an author's subjective perspective. We conduct a comprehensive comparison with existing lexicons and evaluate umigon-lexicon's efficacy in sentiment analysis and factuality classification tasks. This evaluation is performed across eight datasets and against six models. The results demonstrate umigon-lexicon's competitive performance, underscoring the enduring value of lexicon-based solutions in sentiment analysis and factuality categorization. Furthermore, umigon-lexicon stands out for its intrinsic interpretability and the ability to make its operations fully transparent to end users, offering significant advantages over existing models. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Language Resources & Evaluation is a copyright of Springer, 2025. All Rights Reserved. item: Language Resources & Evaluation holder: Springer Nature dt: @attributes: year: 2025 holdings: @attributes: islocal: N |
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