Learning Bilingual Word Representations by Marginalizing Alignments

Tomáš Kočiský, Karl Moritz Hermann, Phil Blunsom

We present a probabilistic model that simultaneously learns alignments and distributed representations for bilingual data. By marginalizing over word alignments the model captures…