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dc.contributor.author | Ahuir-Esteve, Vicent | es_ES |
dc.contributor.author | González, José-Ángel | es_ES |
dc.contributor.author | Hurtado Oliver, Lluis Felip | es_ES |
dc.contributor.author | Segarra Soriano, Encarnación | es_ES |
dc.date.accessioned | 2024-05-24T18:03:31Z | |
dc.date.available | 2024-05-24T18:03:31Z | |
dc.date.issued | 2024-01 | es_ES |
dc.identifier.uri | http://hdl.handle.net/10251/204423 | |
dc.description.abstract | [EN] Emotions are central to understanding contemporary journalism; however, they are overlooked in automatic news summarization. Actually, summaries are an entry point to the source article that could favor some emotions to captivate the reader. Nevertheless, the emotional content of summarization corpora and the emotional behavior of summarization models are still unexplored. In this work, we explore the usage of established methodologies to study the emotional content of summarization corpora and the emotional behavior of summarization models. Using these methodologies, we study the emotional content of two widely used summarization corpora: Cnn/Dailymail and Xsum, and the capabilities of three state-of-the-art transformer-based abstractive systems for eliciting emotions in the generated summaries: Bart, Pegasus, and T5. The main significant findings are as follows: (i) emotions are persistent in the two summarization corpora, (ii) summarizers approach moderately well the emotions of the reference summaries, and (iii) more than 75% of the emotions introduced by novel words in generated summaries are present in the reference ones. The combined use of these methodologies has allowed us to conduct a satisfactory study of the emotional content in news summarization. | es_ES |
dc.description.sponsorship | This work is partially supported by MCIN/AEI/10.13039/501100011033, by the European Union and NextGenerationEU/MRR , and by ERDF A way of making Europe under grants PDC2021-120846-C44 and PID2021-126061OB-C41. It is also partially supported by the Generalitat Valenciana under project CIPROM/2021/023, and by the Spanish Ministerio de Universidades under the grant FPU21/05288 for university teacher training. | es_ES |
dc.language | Inglés | es_ES |
dc.publisher | MDPI AG | es_ES |
dc.relation.ispartof | Applied Sciences | es_ES |
dc.rights | Reconocimiento (by) | es_ES |
dc.subject | News summarization | es_ES |
dc.subject | Abstractive summarization | es_ES |
dc.subject | Emotional content | es_ES |
dc.subject | Emotional behavior | es_ES |
dc.subject.classification | LENGUAJES Y SISTEMAS INFORMATICOS | es_ES |
dc.title | Abstractive Summarizers Become Emotional on News Summarization | es_ES |
dc.type | Artículo | es_ES |
dc.identifier.doi | 10.3390/app14020713 | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/GENERALITAT VALENCIANA//CIPROM%2F2021%2F023//Combining Explainable Artificial Intelligence and Conceptual Modelling for Data Intensive Domains Management/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/AEI//PID2021-126061OB-C41//DESCUBRIENDO EL SIGNIFICADO Y LA INTENCIÓN MÁS ALLÁ DE LA PALABRA HABLADA: HACIA UN ENTORNO INTELIGENTE PARA ABORDAR LOS DOCUMENTOS MULTIMEDIA/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/ //FPU21%2F05288//DELVING INTO THE ABSTRACTIVITY OF SUMMARIES/ | es_ES |
dc.relation.projectID | info:eu-repo/grantAgreement/AGENCIA ESTATAL DE INVESTIGACION//PDC2021-120846-C44//DESARROLLO DE UN PROTOTIPO PREOMPETITIVO PARA EL ANÁLISIS AFECTIVO DE INFORMACIÓN MULTIMEDIA- UPV/ | es_ES |
dc.rights.accessRights | Abierto | es_ES |
dc.contributor.affiliation | Universitat Politècnica de València. Escola Tècnica Superior d'Enginyeria Informàtica | es_ES |
dc.description.bibliographicCitation | Ahuir-Esteve, V.; González, J.; Hurtado Oliver, LF.; Segarra Soriano, E. (2024). Abstractive Summarizers Become Emotional on News Summarization. Applied Sciences. 14(2). https://doi.org/10.3390/app14020713 | es_ES |
dc.description.accrualMethod | S | es_ES |
dc.relation.publisherversion | https://doi.org/10.3390/app14020713 | es_ES |
dc.type.version | info:eu-repo/semantics/publishedVersion | es_ES |
dc.description.volume | 14 | es_ES |
dc.description.issue | 2 | es_ES |
dc.identifier.eissn | 2076-3417 | es_ES |
dc.relation.pasarela | S\507138 | es_ES |
dc.contributor.funder | GENERALITAT VALENCIANA | es_ES |
dc.contributor.funder | AGENCIA ESTATAL DE INVESTIGACION | es_ES |
dc.contributor.funder | MINISTERIO DE UNIVERSIDADES E INVESTIGACION | es_ES |