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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 ...
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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; Hamey, Len. - : Melbourne, Australia : Association for Computational Linguistics, 2015
Abstract: In this paper we use a deep auto-encoder for extractive query-based summarization. We experiment with different input representations in order to overcome the problems stemming from sparse inputs characteristic to linguistic data. In particular, we propose constructing a local vocabulary for each document and adding a small random noise to the input. Also, we propose using inputs with added noise in an Ensemble Noisy Auto-Encoder (ENAE) that combines the top ranked sentences from multiple runs on the same input with different added noise. We test our model on a publicly available email dataset that is specifi- cally designed for text summarization. We show that although an auto-encoder can be a quite effective summarizer, adding noise to the input and running a noisy ensemble can make improvements ; 9 page(s)
URL: http://hdl.handle.net/1959.14/1057814
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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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