Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks

时间 2020-12-20

标签神经网络 nlp 繁體版

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来源：NIPS 2015 本文介绍了decode时采样的一种新方法，称为“curriculum learning”（课程学习），对应的采样方法叫做“scheduled sampling”（计划采样）。传统方法的问题：传统的神经网络训练时和预测时的输入不一样。比如对于上图这种网络结构，训练时上一步的y是真实序列标记，然后做为输入到下一步，而预测时上一步的y是模型的输出，然后再做为下一步的输入。这

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1. Sequence Models(Week1)---Recurrent Neural Networks
2. Supervised Sequence Labelling with Recurrent Neural Networks 笔记 -LSTM
3. 019 Recurrent Neural Networks
4. CHAPTER 9 Sequence Processing with Recurrent Networks
5. A Critical Review of Recurrent Neural Networks for Sequence Learning
6. Taming Recurrent Neural Networks for Better Summarization
7. Sutskever2014_Sequence to Sequence Learning with Neural Networks
8. (zhuan) Recurrent Neural Network
9. Paper：Sequence to Sequence Learning with Neural Networks
10. Recurrent Neural Networks 简述
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1. Sequence Models(Week1)---Recurrent Neural Networks
2. Supervised Sequence Labelling with Recurrent Neural Networks 笔记 -LSTM
3. 019 Recurrent Neural Networks
4. CHAPTER 9 Sequence Processing with Recurrent Networks
5. A Critical Review of Recurrent Neural Networks for Sequence Learning
6. Taming Recurrent Neural Networks for Better Summarization
7. Sutskever2014_Sequence to Sequence Learning with Neural Networks
8. (zhuan) Recurrent Neural Network
9. Paper：Sequence to Sequence Learning with Neural Networks
10. Recurrent Neural Networks 简述

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