Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations

We propose a novel data augmentation for labeled sentences called contextual augmentation. We assume an invariance that sentences are natural even if the words in the sentences are replaced with other words with paradigmatic relations. We stochastically replace words with other words that are predic...

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Veröffentlicht in:	arXiv.org 2018-05
1. Verfasser:	Kobayashi, Sosuke
Format:	Artikel
Sprache:	eng
Schlagworte:	Data augmentation Mathematical models Neural networks Recurrent neural networks Sentences
Online-Zugang:	Volltext
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