Zero-shot Cross Language Text Classification

no code implementations • ICLR 2018 • Dan Svenstrup, Jonas Meinertz Hansen, Ole Winther

Labeled text classification datasets are typically only available in a few select languages.

General Classification text-classification +1

Hash Embeddings for Efficient Word Representations

no code implementations • NeurIPS 2017 • Dan Svenstrup, Jonas Meinertz Hansen, Ole Winther

In hash embeddings each token is represented by $k$ $d$-dimensional embeddings vectors and one $k$ dimensional weight vector.

Neural Machine Translation with Characters and Hierarchical Encoding

1 code implementation • 20 Oct 2016 • Alexander Rosenberg Johansen, Jonas Meinertz Hansen, Elias Khazen Obeid, Casper Kaae Sønderby, Ole Winther

Most existing Neural Machine Translation models use groups of characters or whole words as their unit of input and output.

Machine Translation Translation