Monolingual and Cross-lingual Zero-shot Style Transfer [article]

Elizaveta Korotkova, Maksym Del, Mark Fishel
2018 arXiv   pre-print
We introduce the task of zero-shot style transfer between different languages. Our training data includes multilingual parallel corpora, but does not contain any parallel sentences between styles, similarly to the recent previous work. We propose a unified multilingual multi-style machine translation system design, that allows to perform zero-shot style conversions during inference; moreover, it does so both monolingually and cross-lingually. Our model allows to increase the presence of
more » ... ar styles in corpus by up to 3 times, easily learns to operate with various contractions, and provides reasonable lexicon swaps as we see from manual evaluation.
arXiv:1808.00179v1 fatcat:lrn2iovlarb4vn6edvja4kmzve