Wordnet for Definition Augmentation with Encoder-Decoder Architecture

  Authors

Wojtasik, Konrad ; Janz, Arkadiusz ; Alberski, Bartłomiej ; Piasecki, Maciej

 Date issued

2023-01-01

 Type

languageDescription

 Language(s)

English , Polish

 Description

Data augmentation is a difficult task in Natural Language Processing. Simple methods that can be relatively easily applied in other domains like insertion, deletion or substitution, mostly result in changing the sentence meaning significantly and obtaining an incorrect example. Wordnets are potentially a perfect source of rich and high quality data that when integrated with the powerful capacity of generative models can help to solve this complex task. In this work, we use plWordNet, which is a wordnet of the Polish language, to explore the capability of encoder-decoder architectures in data augmentation of sense glosses. We discuss the limitations of generative methods and perform qualitative review of generated data samples.

 Publisher

Global Wordnet Association

 Subject(s)

wordnet plWordNet Słowosieć natural language processing definition augmentation

 Collection(s)

CLARIN-PL

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