Noising and Denoising Natural Language: Diverse Backtranslation for Grammar Correction

no code implementations • NAACL 2018 • Ziang Xie, Guillaume Genthial, Stanley Xie, Andrew Ng, Dan Jurafsky

Translation-based methods for grammar correction that directly map noisy, ungrammatical text to their clean counterparts are able to correct a broad range of errors; however, such techniques are bottlenecked by the need for a large parallel corpus of noisy and clean sentence pairs.

Denoising Machine Translation +2