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A Survey on Neural Network Language Models - 2019

Research Area:  Machine Learning

Abstract:

As the core component of Natural Language Processing (NLP) system, Language Model (LM) can provide word representation and probability indication of word sequences. Neural Network Language Models (NNLMs) overcome the curse of dimensionality and improve the performance of traditional LMs. A survey on NNLMs is performed in this paper. The structure of classic NNLMs is described firstly, and then some major improvements are introduced and analyzed. We summarize and compare corpora and toolkits of NNLMs. Further, some research directions of NNLMs are discussed.

Author(s) Name:  Kun Jing, Jungang Xu

Journal name:  Computer Science

Conferrence name:  

Publisher name:  arXiv:1906.03591

DOI:  10.48550/arXiv.1906.03591

Volume Information: