NNVLP: A Neural Network-Based Vietnamese Language Processing Toolkit Article Swipe

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Thai-Hoang Pham , Xuan-Khoai Pham , Tuan-Anh Nguyen , Phuong Le-Hong ·

YOU? · · 2017 · Open Access · · DOI: https://doi.org/10.48550/arxiv.1708.07241

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.

Related Topics

Computer Science

Conditional Random Field

Vietnamese Language

Convolutional Neural Network

Artificial Intelligence

Concepts

Computer science Conditional random field Chunking (psychology) Vietnamese Named-entity recognition Natural language processing Convolutional neural network Artificial intelligence Field (mathematics) Artificial neural network Speech recognition Word (group theory) Task (project management) Linguistics Mathematics Philosophy Pure mathematics Management Economics

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Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/1708.07241
PDF: https://arxiv.org/pdf/1708.07241
OA Status: green
Cited By: 5
Related Works: 20
OpenAlex ID: https://openalex.org/W2748365546

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DOI: https://doi.org/10.48550/arxiv.1708.07241

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Title: NNVLP: A Neural Network-Based Vietnamese Language Processing Toolkit

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Type: preprint

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Language: en

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Publication year: 2017

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Publication date: 2017-08-24

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

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Landing page: https://arxiv.org/abs/1708.07241

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PDF URL: https://arxiv.org/pdf/1708.07241

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Concepts: Computer science, Conditional random field, Chunking (psychology), Vietnamese, Named-entity recognition, Natural language processing, Convolutional neural network, Artificial intelligence, Field (mathematics), Artificial neural network, Speech recognition, Word (group theory), Task (project management), Linguistics, Mathematics, Philosophy, Pure mathematics, Management, Economics

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Cited by: 5

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Citations by year (recent): 2022: 2, 2019: 2, 2018: 1

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abstract_inverted_index.embeddings	45
abstract_inverted_index.processing	12
abstract_inverted_index.Conditional	38
abstract_inverted_index.combination	27
abstract_inverted_index.pre-trained	43
abstract_inverted_index.recognition	21
abstract_inverted_index.demonstrates	2
abstract_inverted_index.Convolutional	34
abstract_inverted_index.bidirectional	29
abstract_inverted_index.network-based	4
abstract_inverted_index.part-of-speech	15
abstract_inverted_index.state-of-the-art	50
cited_by_percentile_year
countries_distinct_count	1
institutions_distinct_count	4
sustainable_development_goals[0].id	https://metadata.un.org/sdg/4
sustainable_development_goals[0].score	0.7599999904632568
sustainable_development_goals[0].display_name	Quality Education
citation_normalized_percentile