[11] LIU C Y, SUN W B, CHAO W H, et al. Convolution neural network for relation extraction[C]. International Conference on Advanced Data Mining and Applications,2013:231-242. [12] SUNDERMEYER M,SCHLüTER R,NEY H. LSTM neural networks for language modeling[EB/OL]. http://www-i6.inf...
若想得到更抽象更高级的文本特征表示,可以构建深层文本卷积神经网络 (参考paper:Kalchbrenner N, Grefenstette E, Blunsom P. A convolutional neural network for modelling sentences[J]. arXiv preprint arXiv:1404.2188, 2014.、Yann N. Dauphin, et al. Language Modeling with Gated Convolutional Networks[J] ...
上表显示了模型中word error rate和perplexities,LSTM(600x2)的模型表现最佳,其次是GRU-HW(500x4)。 5. Attention for Learning Word Triggers 目前,我们关注的是基于神经网络的门的机制,乘法门的使用不是一个给网络部分赋予显式意思(give explicit meaning to parts of a neural network)的唯一方法。最近提出来...
2016. LSTM, GRU, Highway and a Bit of Attention: An Empirical Overview for Language Modeling in Speech Recog- nition. In Proceedings of Interspeech.K. Irie, Z. Tuske, T. Alkhouli, et al., "LSTM, GRU, Highway and a Bit of Attention: An Empirical Overview for Language Modeling in ...
Neural Comput 9:1735–1780 Google Scholar Sundermeyer M, Ney H, Schlüter R (2015) From feedforward to recurrent LSTM neural networks for language modeling. IEEE/ACM Trans Audio Speech Lang Process 23:517–529 Google Scholar Mahmoudi N, Docherty P, Moscato P (2018) Deep neural networks ...
Recurrent Neural Networks (RNNs) Language Modeling 语言建模的任务是预测下一个单词是什么。 更正式的说法是:给定一个单词序列 x(1),x(2),…,x(t) ,计算下一个单词 x(t+1) 的概率分布 P(x(t+1)|x(t),…,x(1)) 其中,x(t+1) 可以是词表中的任意单词 V={w1,…,w|V|} 这样做的系统称...
4.The Unreasonable Effectiveness of Recurrent Neural Networks 5.忆臻：一文搞懂RNN（循环神经网络）基础...
Language Modeling,不适合Bi-RNN,目标是通过前文预测下一单词,不能将下文信息传给模型。分类问题,手写文字识别、机器翻译、蛋白结构预测,Bi-RNN提升模型效果。百度语音识别,通过Bi-RNN综合上下文语境,提升模型准确率。 Bi-RNN网络结构核心,普通单向RNN拆成两个方向,随时序正向,逆时序反赂。当前时间节点输出,同时利用...
A Language Model Optimization Method for Turkish Automatic Speech Recognition System The current Automatic Speech Recognition (ASR) modeling strategy still suffers from huge performance degradation when faced with languages with limited res... S Oyucu,H Polat - 《Journal of Polytechnic》 被引量: 0发...
LSTM Networks » [2] Wikipedia:Long short-term memory [3] Wikipedia:Recurrent neural network ...