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Jul, 2018
切片循环神经网络
Sliced Recurrent Neural Networks
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Zeping Yu, Gongshen Liu
TL;DR
本文提出了一种切片循环神经网络(SRNNs),将序列分割为多个子序列实现并行化,SRNNs相对标准RNNs在训练时间快136倍且在六个大规模情感分析数据集上表现更好。
Abstract
recurrent neural networks
have achieved great success in many NLP tasks. However, they have difficulty in
parallelization
because of the recurrent structure, so it takes much time to train RNNs. In this paper, we
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