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Large Language Models and NER: better results with less work

Authors :
Thalken, Rosamond Elizabeth
Wilkens, Matthew
Mimno, David
Scholger, Walter
Vogeler, Georg
Tasovac, Toma
Baillot, Anne
Raunig, Elisabeth
Scholger, Martina
Steiner, Elisabeth
Centre for Information Modelling
Helling, Patrick
Publication Year :
2023
Publisher :
Zenodo, 2023.

Abstract

Our work considers how new advances in pretrained text-to-text generation models might make named entity recognition more accurate, flexible, and streamlined for the digital humanist. We provide an example of how text-to-text generative models can identify mentions of characters, authors, and book names within Goodreads book reviews.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....60642cdd00757be8d2f1b03391adbafd
Full Text :
https://doi.org/10.5281/zenodo.8107551