Vietnamese treebank construction and entropy-based error detection

 http://repository.vnu.edu.vn/handle/VNU_123/28373
Treebanks, especially the Penn treebank for natural language processing (NLP) in English, play an essential role in both research into and the application of NLP.
\


However, many languages still lack treebanks and building a treebank can be very complicated and difficult.
This work has a twofold objective.
Firstly, to share our results in constructing a large Vietnamese treebank (VTB) with three levels of annotation including word segmentation, part-of-speech tagging, and syntactic analysis.
Major steps in the treebank construction process are described with particular regard to specific Vietnamese properties such as lack of word delimiter and isolation.
Those properties make sentences highly syntactically ambiguous, and therefore it is difficult to ensure a high level of agreement among annotators.
Various studies of Vietnamese syntax were employed not only to define annotations but also to systematically deal with ambiguities.

Title: Vietnamese treebank construction and entropy-based error detection
Authors: Nguyen, Phuong-Thai
Le, Anh-Cuong
Ho, Tu-Bao
Keywords: Treebank
Error detection
Entropy
Issue Date: 2015
Publisher: Đại học Quốc gia Hà Nội
Citation: ISIKNOWLEDGE
Abstract: Treebanks, especially the Penn treebank for natural language processing (NLP) in English, play an essential role in both research into and the application of NLP. However, many languages still lack treebanks and building a treebank can be very complicated and difficult. This work has a twofold objective. Firstly, to share our results in constructing a large Vietnamese treebank (VTB) with three levels of annotation including word segmentation, part-of-speech tagging, and syntactic analysis. Major steps in the treebank construction process are described with particular regard to specific Vietnamese properties such as lack of word delimiter and isolation. Those properties make sentences highly syntactically ambiguous, and therefore it is difficult to ensure a high level of agreement among annotators. Various studies of Vietnamese syntax were employed not only to define annotations but also to systematically deal with ambiguities.
Description: LANGUAGE RESOURCES AND EVALUATION Volume: 49 Issue: 3 Pages: 487-519 Published: SEP 2015 ; TNS05625
URI: http://repository.vnu.edu.vn/handle/VNU_123/28373
Appears in Collections:Bài báo của ĐHQGHN trong Web of Science

Nhận xét

Bài đăng phổ biến từ blog này

Biểu tượng trong Truyện Kiều của Nguyễn Du

Chiến lược phát triển Công ty sữa đậu nành Vinasoy

Khoáng sản kim loại