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Title: Named entity recognition specialised for Portuguese 18th century History research
Authors: Santos, Joaquim
Vieira, Renata
Olival, Fernanda
Cameron, Helena
Farrica, Fatima
Keywords: Named entity
18th century
Issue Date: Mar-2024
Publisher: ACL Anthology
Citation: Joaquim Santos, Helena Freire Cameron, Fernanda Olival, Fátima Farrica, and Renata Vieira. 2024. Named entity recognition specialised for Portuguese 18th-century History research. In Proceedings of the 16th International Conference on Computational Processing of Portuguese, pages 117–126, Santiago de Compostela, Galicia/Spain. Association for Computational Lingustics.
Abstract: This paper presents the construction of a corpus and the respective models learned for the Named Entity Recognition (NER) task, specialised for historical research. The entity categories were adapted based on the objectives of the historical analysis of the 18th-century text. We trained and evaluated traditional neural networks and the new Large Language Models (LLMs) for the NER task. In total, we assessed six language models, where the results of traditional architectures were superior to LLMs.
Type: article
Appears in Collections:CIDEHUS - Artigos em Livros de Actas/Proceedings

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