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Cross-Lingual Wolastoqey-English Definition Modelling

Authors :
Paul Cook
Diego Bear
Source :
RANLP
Publication Year :
2021
Publisher :
INCOMA Ltd. Shoumen, BULGARIA, 2021.

Abstract

Definition modelling is the task of automatically generating a dictionary-style definition given a target word. In this paper, we consider cross-lingual definition generation. Specifically, we generate English definitions for Wolastoqey (Malecite-Passamaquoddy) words. Wolastoqey is an endangered, low-resource polysynthetic language. We hypothesize that sub-word representations based on byte pair encoding (Sennrich et al., 2016) can be leveraged to represent morphologically-complex Wolastoqey words and overcome the challenge of not having large corpora available for training. Our experimental results demonstrate that this approach outperforms baseline methods in terms of BLEU score.

Details

Database :
OpenAIRE
Journal :
Proceedings of the Conference Recent Advances in Natural Language Processing - Deep Learning for Natural Language Processing Methods and Applications
Accession number :
edsair.doi...........1ec638b47cb9f5272281d9da36bce5ad