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Improving Vietnamese Dependency Parsing Using Distributed Word Representations

Content Provider	ACM Digital Library
Author	Luong, Anh Tuan Vu-Manh, Cam Le-Hong, Phuong
Abstract	Dependency parsing has become an important line of research in natural language processing in recent years. This is due to its usefulness in a wide variety of real world applications. This paper presents the improvement of Vietnamese dependency parsing using distributed word representations. Our parser achieves an accuracy of 76.29% of unlabelled attachment score or 69.25% of labelled attachment score. This is the most accurate dependency parser for the Vietnamese language in comparison to others which are trained and tested on the same dependency treebank. The distributed word representations are produced by two recent unsupervised learning models, the Skip-gram model and the GloVe model. We also show that distributed representations produced by the GloVe model are better than those produced by the Skip-gram model when being used in dependency parsing. Our dependency parsing system, including software, corpus and distributed word representations, is released as an open source project, freely available for research purpose.
Starting Page	54
Ending Page	60
Page Count	7
File Format	PDF
ISBN	9781450338431
DOI	10.1145/2833258.2833296
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2015-12-03
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Glove Distributed word representations Dependency parsing Skipgram Vietnamese Natural language processing
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
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