Back to Search Start Over

NNVLP: A Neural Network-Based Vietnamese Language Processing Toolkit

Authors :
Pham, Thai-Hoang
Pham, Xuan-Khoai
Nguyen, Tuan-Anh
Le-Hong, Phuong
Pham, Thai-Hoang
Pham, Xuan-Khoai
Nguyen, Tuan-Anh
Le-Hong, Phuong
Publication Year :
2017

Abstract

This paper demonstrates neural network-based toolkit namely NNVLP for essential Vietnamese language processing tasks including part-of-speech (POS) tagging, chunking, named entity recognition (NER). Our toolkit is a combination of bidirectional Long Short-Term Memory (Bi-LSTM), Convolutional Neural Network (CNN), Conditional Random Field (CRF), using pre-trained word embeddings as input, which achieves state-of-the-art results on these three tasks. We provide both API and web demo for this toolkit.<br />Comment: 4 pages, 5 figures, 6 tables, accepted to IJCNLP 2017

Details

Database :
OAIster
Publication Type :
Electronic Resource
Accession number :
edsoai.on1106271502
Document Type :
Electronic Resource