Fine-tuned models for extractive question answering in the Slovenian language

PID

6 different fine-tuned Transformer-based models that solve the downstream task of extractive question answering in the Slovenian language. The fine-tuned models included are: bert-base-cased-squad2-SLO, bert-base-multilingual-cased-squad2-SLO, electra-base-squad2-SLO, roberta-base-squad2-SLO, sloberta-squad2-SLO and xlm-roberta-base-squad2-SLO. The models were trained and evaluated using the Slovene translation of the SQuAD2.0 dataset (https://www.clarin.si/repository/xmlui/handle/11356/1756).

The models achieve these metric values: sloberta-squad2-SLO: EM=67.1, F1=73.56 xlm-roberta-base-squad2-SLO: EM=62.52, F1=69.51 bert-base-multilingual-cased-squad2-SLO: EM=61.37, F1=68.1 roberta-base-squad2-SLO: EM=58.23, F1=64.62 bert-base-cased-squad2-SLO: EM=55.12, F1=60.52 electra-base-squad2-SLO: EM=53.69, F1=60.85

Identifier
PID http://hdl.handle.net/11356/1778
Related Identifier https://rsdo.slovenscina.eu/en/semantic-resources-and-technologies
Metadata Access http://www.clarin.si/repository/oai/request?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai:www.clarin.si:11356/1778
Provenance
Creator Borovič, Mladen; Žagar, Kristjan; Ferme, Marko; Majninger, Sandi; Ojsteršek, Milan
Publisher Faculty of Electrical Engineering and Computer Science, University of Maribor
Publication Year 2022
Rights Creative Commons - Attribution 4.0 International (CC BY 4.0); https://creativecommons.org/licenses/by/4.0/; PUB
OpenAccess true
Contact info(at)clarin.si
Representation
Language Slovenian; Slovene
Resource Type toolService
Format text/plain; charset=utf-8; application/zip; downloadable_files_count: 6
Discipline Linguistics