82 citations · 432 across the 55 of their papers we have counts for
5 papers · 1 filter
Towards Linear Time Neural Machine Translation with Capsule Networks
Mingxuan Wang, Jun Xie, Zhixing Tan +3
In this study, we first investigate a novel capsule network with dynamic routing for linear time Neural Machine Translation (NMT), referred as \textsc{CapsNMT}. \textsc{CapsNMT} us…
Simplifying Neural Machine Translation with Addition-Subtraction Twin-Gated Recurrent Networks
Biao Zhang, Deyi Xiong, Jinsong Su +2
In this paper, we propose an additionsubtraction twin-gated recurrent network (ATR) to simplify neural machine translation. The recurrent units of ATR are heavily simplified to hav…
Fusing Recency into Neural Machine Translation with an Inter-Sentence Gate Model
Shaohui Kuang, Deyi Xiong
Neural machine translation (NMT) systems are usually trained on a large amount of bilingual sentence pairs and translate one sentence at a time, ignoring inter-sentence information…
Accelerating Neural Transformer via an Average Attention Network
Biao Zhang, Deyi Xiong, Jinsong Su
With parallelizable attention networks, the neural Transformer is very fast to train. However, due to the auto-regressive architecture and self-attention in the decoder, the decodi…
Variational Recurrent Neural Machine Translation
Jinsong Su, Shan Wu, Deyi Xiong +3
Partially inspired by successful applications of variational recurrent neural networks, we propose a novel variational recurrent neural machine translation (VRNMT) model in this pa…