Recurrent Neural Networks with Mixed Hierarchical Structures for Natural Language Processing

2021 International Joint Conference on Neural Networks (IJCNN)（2021）

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摘要

Hierarchical structures exist in both linguistics and Natural Language Processing (NLP) tasks. How to design RNNs to learn hierarchical representations of natural languages remains a long-standing challenge. In this paper, we define two different types of boundaries referred to as static and dynamic boundaries, respectively, and then use them to construct a multilayer hierarchical structure for do...

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关键词

Recurrent neural networks,Detectors,Linguistics,Nonhomogeneous media,Natural language processing,Task analysis

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