46 citations · 83 across the 5 of their papers we have counts for
5 papers
Shortcut Sequence Tagging
Huijia Wu, Jiajun Zhang, Chengqing Zong
Deep stacked RNNs are usually hard to train. Adding shortcut connections across different layers is a common way to ease the training of stacked networks. However, extra shortcuts…
Bridging Neural Machine Translation and Bilingual Dictionaries
Jiajun Zhang, Chengqing Zong
Neural Machine Translation (NMT) has become the new state-of-the-art in several language pairs. However, it remains a challenging problem how to integrate NMT with a bilingual dict…
An Empirical Exploration of Skip Connections for Sequential Tagging
Huijia Wu, Jiajun Zhang, Chengqing Zong
In this paper, we empirically explore the effects of various kinds of skip connections in stacked bidirectional LSTMs for sequential tagging. We investigate three kinds of skip con…
A Dynamic Window Neural Network for CCG Supertagging
Huijia Wu, Jiajun Zhang, Chengqing Zong
Combinatory Category Grammar (CCG) supertagging is a task to assign lexical categories to each word in a sentence. Almost all previous methods use fixed context window sizes as inp…
One Sentence One Model for Neural Machine Translation
Xiaoqing Li, Jiajun Zhang, Chengqing Zong
Neural machine translation (NMT) becomes a new state-of-the-art and achieves promising translation results using a simple encoder-decoder neural network. This neural network is tra…