Article | Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland | Ensembles of Neural Morphological Inflection Models Linköping University Electronic Press Conference Proceedings
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Title:
Ensembles of Neural Morphological Inflection Models
Author:
Ilmari Kylliäinen: Department of Digital Humanities, University of Helsinki, Finland Miikka Silfverberg: Department of Digital Humanities, University of Helsinki, Finland
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Year:
2019
Conference:
Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland
Issue:
167
Article no.:
032
Pages:
304--309
No. of pages:
5
Publication type:
Abstract and Fulltext
Published:
2019-10-02
ISBN:
978-91-7929-995-8
Series:
Linköping Electronic Conference Proceedings
ISSN (print):
1650-3686
ISSN (online):
1650-3740
Series:
NEALT Proceedings Series
Publisher:
Linköping University Electronic Press, Linköpings universitet


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We investigate different ensemble learning techniques for neural morphological inflection using bidirectional LSTM encoder-decoder models with attention. We experiment with weighted and unweighted majority voting and bagging. We find that all investigated ensemble methods lead to improved accuracy over a baseline of a single model. However, contrary to expectation based on earlier work by \newcite{Najafi2018} and \newcite{Silfverberg2017}, weighting does not deliver clear benefits. Bagging was found to underperform plain voting ensembles in general.

Keywords: morphological inflection computational morphology ensemble learning deep learning recurrent neural networks

Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland

Author:
Ilmari Kylliäinen, Miikka Silfverberg
Title:
Ensembles of Neural Morphological Inflection Models
References:
No references available

Proceedings of the 22nd Nordic Conference on Computational Linguistics (NoDaLiDa), September 30 - October 2, Turku, Finland

Author:
Ilmari Kylliäinen, Miikka Silfverberg
Title:
Ensembles of Neural Morphological Inflection Models
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Last updated: 2019-11-06