373 citations · 705 across the 32 of their papers we have counts for
3 papers · 2 filters
Freezing Subnetworks to Analyze Domain Adaptation in Neural Machine Translation
Brian Thompson, Huda Khayrallah, Antonios Anastasopoulos +7
To better understand the effectiveness of continued training, we analyze the major components of a neural machine translation system (the encoder, decoder, and each embedding space…
Character-Aware Decoder for Translation into Morphologically Rich Languages
Adithya Renduchintala, Pamela Shapiro, Kevin Duh +1
Neural machine translation (NMT) systems operate primarily on words (or sub-words), ignoring lower-level patterns of morphology. We present a character-aware decoder designed to ca…
On the Impact of Various Types of Noise on Neural Machine Translation
Huda Khayrallah, Philipp Koehn
We examine how various types of noise in the parallel training data impact the quality of neural machine translation systems. We create five types of artificial noise and analyze h…