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Enhancing Sequence-to-Sequence Neural Lemmatization with External Resources ...
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EstBERT: A Pretrained Language-Specific BERT for Estonian ...
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STransE: a novel embedding model of entities and relationships in knowledge bases ...
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STransE : a novel embedding model of entities and relationships in knowledge bases
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Query-based single document summarization using an Ensemble Noisy Auto-Encoder
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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)
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URL: http://hdl.handle.net/1959.14/1057814
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POS induction with distributional and morphological information using a distance-dependent Chinese Restaurant Process
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Minimally-supervised morphological segmentation using adaptor grammars
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Noisy-channel spelling correction models for Estonian learner language corpus lemmatisation
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A Hierarchical dirichlet process model for joint part-of-speech and morphology induction
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Korpuste tükeldamine : rakendusi silpide ning allkeeltega ; Cutting the text corpora : applications with syllables and sub-languages
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Eesti silbisüsteemi struktuurist ; A preliminary structural view of the Estonian syllable system
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