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Hits 1 – 3 of 3
1
Local Word Discovery for Interactive Transcription ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bird, Steven
;
Lane, William
. - : Underline Science Inc., 2021
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2
Bootstrapping Techniques for Polysynthetic Morphological Analysis ...
Lane, William
;
Bird, Steven
. - : arXiv, 2020
Abstract:
Polysynthetic languages have exceptionally large and sparse vocabularies, thanks to the number of morpheme slots and combinations in a word. This complexity, together with a general scarcity of written data, poses a challenge to the development of natural language technologies. To address this challenge, we offer linguistically-informed approaches for bootstrapping a neural morphological analyzer, and demonstrate its application to Kunwinjku, a polysynthetic Australian language. We generate data from a finite state transducer to train an encoder-decoder model. We improve the model by "hallucinating" missing linguistic structure into the training data, and by resampling from a Zipf distribution to simulate a more natural distribution of morphemes. The best model accounts for all instances of reduplication in the test set and achieves an accuracy of 94.7% overall, a 10 percentage point improvement over the FST baseline. This process demonstrates the feasibility of bootstrapping a neural morph analyzer from ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://dx.doi.org/10.48550/arxiv.2005.00956
https://arxiv.org/abs/2005.00956
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3
Narrative origins in Christina Stead's 'The Triskelion'
Lane, William
. - : Maney Publishing, 2015
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