279 citations · 685 across the 70 of their papers we have counts for
4 papers · 1 filter
An Exploration of Word Embedding Initialization in Deep-Learning Tasks
Tom Kocmi, Ondřej Bojar
Word embeddings are the interface between the world of discrete units of text processing and the continuous, differentiable world of neural networks. In this work, we examine vario…
Paying Attention to Multi-Word Expressions in Neural Machine Translation
Matīss Rikters, Ondřej Bojar
Processing of multi-word expressions (MWEs) is a known problem for any natural language processing task. Even neural machine translation (NMT) struggles to overcome it. This paper…
Curriculum Learning and Minibatch Bucketing in Neural Machine Translation
Tom Kocmi, Ondrej Bojar
We examine the effects of particular orderings of sentence pairs on the on-line training of neural machine translation (NMT). We focus on two types of such orderings: (1) ensuring…
LanideNN: Multilingual Language Identification on Character Window
Tom Kocmi, Ondřej Bojar
In language identification, a common first step in natural language processing, we want to automatically determine the language of some input text. Monolingual language identificat…