dc.date.accessioned | 2023-12-21T16:11:35Z | |
dc.date.available | 2023-12-21T16:11:35Z | |
dc.date.created | 2023-12-04T16:27:02Z | |
dc.date.issued | 2023 | |
dc.identifier.citation | Rønningstad, Egil . UIO at SemEval-2023 Task 12: Multilingual fine-tuning for sentiment classification in low-resource languages. Association for Computational Linguistics (ACL). Annual Meeting Conference Proceedings. 2023 | |
dc.identifier.uri | http://hdl.handle.net/10852/106527 | |
dc.description.abstract | Our contribution to the 2023 AfriSenti-SemEval shared task 12: Sentiment Analysis for African Languages, provides insight into how a multilingual large language model can be a resource for sentiment analysis in languages not seen during pretraining. The shared task provides datasets of a variety of African languages from different language families. The languages are to various degrees related to languages used during pretraining, and the language data contain various degrees of code-switching. We experiment with both monolingual and multilingual datasets for the final fine-tuning, and find that with the provided datasets that contain samples in the thousands, monolingual fine-tuning yields the best results. | |
dc.language | EN | |
dc.rights | Attribution 4.0 International | |
dc.rights.uri | https://creativecommons.org/licenses/by/4.0/ | |
dc.title | UIO at SemEval-2023 Task 12: Multilingual fine-tuning for sentiment classification in low-resource languages | |
dc.title.alternative | ENEngelskEnglishUIO at SemEval-2023 Task 12: Multilingual fine-tuning for sentiment classification in low-resource languages | |
dc.type | Journal article | |
dc.creator.author | Rønningstad, Egil | |
cristin.unitcode | 185,15,5,48 | |
cristin.unitname | Forskningsgruppen for språkteknologi | |
cristin.ispublished | true | |
cristin.fulltext | original | |
cristin.qualitycode | 1 | |
dc.identifier.cristin | 2208716 | |
dc.identifier.bibliographiccitation | info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=Association for Computational Linguistics (ACL). Annual Meeting Conference Proceedings&rft.volume=&rft.spage=&rft.date=2023 | |
dc.identifier.jtitle | Association for Computational Linguistics (ACL). Annual Meeting Conference Proceedings | |
dc.identifier.startpage | 1054 | |
dc.identifier.endpage | 1060 | |
dc.identifier.doi | https://doi.org/10.18653/v1/2023.semeval-1.144 | |
dc.type.document | Tidsskriftartikkel | |
dc.type.peerreviewed | Peer reviewed | |
dc.source.issn | 0736-587X | |
dc.type.version | PublishedVersion | |
dc.relation.project | NFR/309834 | |