Jun‐Young Chung

Gated Feedback Recurrent Neural Networks

2015 · arXiv (Cornell University)

In this work, we propose a novel recurrent neural network (RNN) architecture. The proposed RNN, gated-feedback RNN (GF-RNN), extends the existing approach of stacking multiple recurrent layers by allowing and controlling signals flowing from upper …

A Character-level Decoder without Explicit Segmentation for Neural Machine Translation

2016

The existing machine translation systems, whether phrase-based or neural, have relied almost exclusively on word-level modelling with explicit segmentation. In this paper, we ask a fundamental question: can neural machine translation generate a character sequence …