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1
Enhancing Sequence-to-Sequence Neural Lemmatization with External Resources ...
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2
Evaluating Multilingual BERT for Estonian ...
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3
EstBERT: A Pretrained Language-Specific BERT for Estonian ...
Abstract: This paper presents EstBERT, a large pretrained transformer-based language-specific BERT model for Estonian. Recent work has evaluated multilingual BERT models on Estonian tasks and found them to outperform the baselines. Still, based on existing studies on other languages, a language-specific BERT model is expected to improve over the multilingual ones. We first describe the EstBERT pretraining process and then present the results of the models based on finetuned EstBERT for multiple NLP tasks, including POS and morphological tagging, named entity recognition and text classification. The evaluation results show that the models based on EstBERT outperform multilingual BERT models on five tasks out of six, providing further evidence towards a view that training language-specific BERT models are still useful, even when multilingual models are available. ... : NoDaLiDa 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2011.04784
https://arxiv.org/abs/2011.04784
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4
STransE: a novel embedding model of entities and relationships in knowledge bases ...
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5
STransE : a novel embedding model of entities and relationships in knowledge bases
Nguyen, Dat Quoc; Sirts, Kairit; Qu, Lizhen. - : Red Hook, New York : Association for Computational Linguistics, 2016
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6
Query-based single document summarization using an Ensemble Noisy Auto-Encoder
Yousefi Azar, Mahmood; Sirts, Kairit; Molla Aliod, Diego. - : Melbourne, Australia : Association for Computational Linguistics, 2015
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7
POS induction with distributional and morphological information using a distance-dependent Chinese Restaurant Process
Sirts, Kairit; Eisenstein, Jacob; Elsner, Micha. - : Stroudsburg, PA : Association for Computational Linguistics, 2014
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8
Minimally-supervised morphological segmentation using adaptor grammars
Sirts, Kairit; Goldwater, Sharon. - : Association for Computational Linguistics, 2013
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9
Noisy-channel spelling correction models for Estonian learner language corpus lemmatisation
Sirts, Kairit. - : Amsterdam : IOS Press, 2012
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10
A Hierarchical dirichlet process model for joint part-of-speech and morphology induction
Alumäe, Tanel; Sirts, Kairit. - : Stroudsburg, PA : Association for Computational Linguistics, 2012
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11
Korpuste tükeldamine : rakendusi silpide ning allkeeltega ; Cutting the text corpora : applications with syllables and sub-languages
Sirts, Kairit; Võhandu, Leo. - : Eesti Rakenduslingvistika Uhing = Estonian Association for Applied Linguistics, 2009
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12
Eesti silbisüsteemi struktuurist ; A preliminary structural view of the Estonian syllable system
Võhandu, Leo; Sirts, Kairit; Aab, Eik. - : Eesti Rakenduslingvistika Uhing, 2008
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