González-Barba, JÁ.; Arias-Moncho, J.; Hurtado Oliver, LF.; Pla Santamaría, F. (2020). ELiRF-UPV at TASS 2020: TWilBERT for Sentiment Analysis and Emotion Detection in Spanish Tweets. CEUR. 179-186. http://hdl.handle.net/10251/178558
Por favor, use este identificador para citar o enlazar este ítem: http://hdl.handle.net/10251/178558
Title:
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ELiRF-UPV at TASS 2020: TWilBERT for Sentiment Analysis and Emotion Detection in Spanish Tweets
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Author:
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González-Barba, José Ángel
Arias-Moncho, José
Hurtado Oliver, Lluis Felip
Pla Santamaría, Ferran
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UPV Unit:
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Universitat Politècnica de València. Departamento de Sistemas Informáticos y Computación - Departament de Sistemes Informàtics i Computació
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Issued date:
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Abstract:
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[EN] This paper describes the participation of the ELiRF research group of the Universitat Politècnica de
València in the TASS 2020 Workshop, framed within the XXXVI edition of the International Conference of the Spanish ...[+]
[EN] This paper describes the participation of the ELiRF research group of the Universitat Politècnica de
València in the TASS 2020 Workshop, framed within the XXXVI edition of the International Conference of the Spanish Society for the Processing of Natural Language (SEPLN). We present the approach
used for the Monolingual Sentiment Analysis and Emotion Detection tasks of the workshop, as well
as the results obtained. Our participation has focused mainly on employing an adaptation of BERT for
text classification on the Twitter domain and the Spanish language. This system, that we have called
TWilBERT, shown systematic improvements of the state of the art in almost all the tasks framed in the
SEPLN conference of previous years, and also obtains the most competitive performance in the tasks
addressed in this work.
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Subjects:
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Twitter
,
Sentiment analysis
,
Emotion detection
,
TWilBERT
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Copyrigths:
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Reconocimiento (by)
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Source:
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Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2020). (issn:
1613-0073
)
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Publisher:
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CEUR
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Publisher version:
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http://www.ceur-ws.org/Vol-2664/
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Conference name:
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Iberian Languages Evaluation Forum (IberLEF 2020)
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Conference place:
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Online
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Conference date:
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Septiembre 22-22,2020
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Project ID:
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info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/TIN2017-85854-C4-2-R/ES/AMIC-UPV: ANALISIS AFECTIVO DE INFORMACION MULTIMEDIA CON COMUNICACION INCLUSIVA Y NATURAL/
info:eu-repo/grantAgreement/UPV//PAID-01-17//Contratos Pre-Doctorales UPV 2017- Subprograma 1/
info:eu-repo/grantAgreement/GVA//PROMETEO%2F2018%2F176//GENOMIC INFORMATION SYSTEMS PRODUCTION/GISPRO/ES/
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Thanks:
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This work has been partially supported by the Spanish MINECO and FEDER founds under
project AMIC (TIN2017-85854-C4-2-R) and by the GiSPRO project (PROMETEU/2018/176).
Work of José-Ángel González is financed by Universitat ...[+]
This work has been partially supported by the Spanish MINECO and FEDER founds under
project AMIC (TIN2017-85854-C4-2-R) and by the GiSPRO project (PROMETEU/2018/176).
Work of José-Ángel González is financed by Universitat Politècnica de València under grant
PAID-01-17.
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Type:
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Comunicación en congreso
Artículo
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