A Vietnamese Question Answering System in Vietnam's Legal Documents

被引:0
|
作者
Huu-Thanh Duong [1 ]
Bao-Quoc Ho [1 ]
机构
[1] Univ Sci, Fac Informat Technol, VNU HCM, Ho Chi Minh City, Vietnam
关键词
Question Answering; QA; Legal Document; Law on Enterprises; Information Retrieval; IR; Natural Language Processing;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we develop a Vietnamese Question Answering system to answer simple questions about provisions, processes, procedures, and sanctions in law on enterprises Vietnam. Research to build a Vietnamese Question Answering system is more difficult than English Question Answering system because of lack of Vietnamese processing resources and tools, or their results isn't high. We have utilized available Vietnamese resources, tools and modified some tools (such as Lucene) and algorithms, which worked well in English, applies in Vietnamese. From that, we have proposed a similarity-based model to build a Vietnamese Question Answering system in Vietnam's legal documents, namely vLawyer system. In experimental section, we achieved promising result, about 70% precision in legal documents, it proved that our approach is reasonable in legal document domain.
引用
收藏
页码:186 / 197
页数:12
相关论文
共 50 条
  • [1] Question Analysis for Vietnamese Legal Question Answering
    Ngo Xuan Bach
    Le Thi Ngoc Cham
    Tran Ha Ngoc Thien
    Tu Minh Phuong
    [J]. 2017 9TH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SYSTEMS ENGINEERING (KSE 2017), 2017, : 154 - 159
  • [2] A Vietnamese Question Answering System
    Dai Quoc Nguyen
    Dat Quoc Nguyen
    Son Bao Pham
    [J]. INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SYSTEMS ENGINEERING (KSE 2009), 2009, : 26 - 32
  • [3] A Factoid Question Answering System for Vietnamese
    Phuong Le-Hong
    Duc-Thien Bui
    [J]. COMPANION PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE 2018 (WWW 2018), 2018, : 1049 - 1055
  • [4] Using Graphs for Shallow Question Answering on Legal Documents
    Monroy, Alfredo
    Calvo, Hiram
    Gelbukh, Alexander
    [J]. MICAI 2008: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2008, 5317 : 165 - 173
  • [5] A Question Answering System on Regulatory Documents
    Collarana, Diego
    Heuss, Timm
    Lehmann, Jens
    Lytra, Ioanna
    Maheshwari, Gaurav
    Nedelchev, Rostislav
    Schmidt, Thorsten
    Trivedi, Priyansh
    [J]. LEGAL KNOWLEDGE AND INFORMATION SYSTEMS (JURIX 2018), 2018, 313 : 41 - 50
  • [6] Improving Vietnamese Legal Question-Answering System Based on Automatic Data Enrichment
    Vuong, Thi-Hai-Yen
    Nguyen, Ha-Thanh
    Nguyen, Quang-Huy
    Nguyen, Le-Minh
    Phan, Xuan-Hieu
    [J]. NEW FRONTIERS IN ARTIFICIAL INTELLIGENCE, JSAI-ISAI 2023 INTERNATIONAL WORKSHOPS- JURISIN, SCIDOCA, EMSEMI AND AI-BIZ 2023, 2024, 14644 : 49 - 65
  • [7] An Experimental Study of Vietnamese Question Answering System
    Vu Mai Tran
    Vinh Duc Nguyen
    Oanh Thi Tran
    Uyen Thu Thi Pham
    Thuy-Quang Ha
    [J]. 2009 INTERNATIONAL CONFERENCE ON ASIAN LANGUAGE PROCESSING, 2009, : 152 - 155
  • [8] Semantic Parsing for Vietnamese Question Answering System
    Vu Xuan Tung
    Nguyen Le Minh
    Duc Tam Hoang
    [J]. 2015 Seventh International Conference on Knowledge and Systems Engineering (KSE), 2015, : 332 - 335
  • [9] NLP for Shallow Question Answering of Legal Documents Using Graphs
    Monroy, Alfredo
    Calvo, Hiram
    Gelbukh, Alexander
    [J]. COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, 2009, 5449 : 498 - 508
  • [10] Question Analysis towards a Vietnamese Question Answering System in the Education Domain
    Ngo Xuan Bach
    Phan Duc Thanh
    Tran Thi Oanh
    [J]. CYBERNETICS AND INFORMATION TECHNOLOGIES, 2020, 20 (01) : 112 - 128