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Development of neural network based rules for confusion set disambiguation in LanguageTool

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2018

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Gesellschaft für Informatik e.V.

Zusammenfassung

Confusion set disambiguation is a typical task for grammar checkers like LanguageTool. In this paper we present a neural network based approach which has low memory requirements, high precision with decent recall, and can easily be integrated into LanguageTool. Furthermore, adding support for new confusion pairs does not need any knowledge of the target language. We examine different sampling techniques and neural network architectures and compare our approaches with an existing memory-based algorithm.

Beschreibung

Brenneis, Markus (2018): Development of neural network based rules for confusion set disambiguation in LanguageTool. SKILL 2018 - Studierendenkonferenz Informatik. Bonn: Gesellschaft für Informatik e.V.. PISSN: 1614-3213. ISBN: 978-3-88579-448-6. pp. 181-192. Neuronale Netze. Berlin. 26.-27. September 2018

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