A BERT's eye view: identification of Irish multiword expressions using pre-trained language models
Walsh, Abigail, Lynn, Teresa and Foster, JenniferORCID: 0000-0002-7789-4853
(2022)
A BERT's eye view: identification of Irish multiword expressions using pre-trained language models.
In: 18th Workshop on Multiword Expressions @LREC2022, 25 June 2023, Marseille, France.
This paper reports on the investigation of using pre-trained language models for the identification of Irish verbal multiword expressions (vMWEs), comparing the results with the systems submitted for the PARSEME shared task edition 1.2. We compare the use of a monolingual BERT model for Irish (gaBERT) with multilingual BERT (mBERT), fine-tuned to perform MWE identification, presenting a series of experiments to explore the impact of hyperparameter tuning and dataset optimisation steps on these models. We compare the results of our optimised systems to those achieved by other systems submitted to the shared task, and present some best practices for minority languages addressing this task.
Irish Government Department of Tourism, Culture, Arts, Gaeltacht, Sport and Media under the GaelTech Project., Science Foundation Ireland in the ADAPT Centre (Grant 13/RC/2106)
ID Code:
29143
Deposited On:
19 Oct 2023 11:48 by
Jennifer Foster
. Last Modified 19 Oct 2023 11:48
Documents
Full text available as:
Preview
PDF
- Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader Creative Commons: Attribution-Noncommercial-No Derivative Works 4.0 1MB