GoKnowGraph:喀拉拉邦政府系统文件的多语种语义搜索系统

IF 0.8 Q2 MATHEMATICS Lobachevskii Journal of Mathematics Pub Date : 2024-07-19 DOI:10.1134/s1995080224600869
Hashmy Hassan, Sudheep Elayidom, M. R. Irshad, Christophe Chesneau
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引用次数: 0

摘要

摘要 本文介绍了 GoKnowGraph 的设计和构建,这是一个专门为存储和语义搜索喀拉拉邦政府(GoK)相关系统文件而定制的知识图谱(KG)。GoKnowGraph 能够以多种语言高效检索相关政府文件,从而提高喀拉拉邦政府系统的可访问性和信息检索能力。我们的贡献包括开发了一个精心策划的本体,整合了来自 GoK 的重要信息,并提出了一种构建和查询 GoK 的强大方法。此外,我们的系统还支持跨语言文档搜索(英语查询)和高级查询选项(包括基于属性的过滤器),以确保精确的信息检索。与最先进系统的比较评估结果表明,GoKnowGraph 在相关性和准确性方面都具有明显优势。用户查询与检索到的文件之间的细致吻合突出表明,该平台有能力在非结构化数据与促进 GoK 系统内的知情决策之间架起一座有效的桥梁。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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GoKnowGraph: A Multilingual Semantic Search System for Government of Kerala System Documents

Abstract

This paper presents the design and construction of GoKnowGraph, a Knowledge Graph (KG) that is customized exclusively for storing and semantically searching for system documents pertaining to the Government of Kerala (GoK). GoKnowGraph empowers the efficient retrieval of relevant government documents in multiple languages, thus augmenting accessibility and information retrieval within this GoK system. Our contributions encompass the development of a meticulously curated ontology, integrating essential information from GoK, and proposing a robust method for constructing and querying the KG. Moreover, our system supports cross-language document search for queries in English and advanced querying options, including attribute-based filters, to ensure precise information retrieval. Comparative assessments against a state-of-the-art system underscore GoKnowGraph’s pronounced superiority in both relevance and accuracy. The meticulous alignment between user queries and the retrieved documents highlights the platform’s capacity to effectively bridge the gap between unstructured data and the facilitation of informed decision-making within the GoK system.

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来源期刊
CiteScore
1.50
自引率
42.90%
发文量
127
期刊介绍: Lobachevskii Journal of Mathematics is an international peer reviewed journal published in collaboration with the Russian Academy of Sciences and Kazan Federal University. The journal covers mathematical topics associated with the name of famous Russian mathematician Nikolai Lobachevsky (Lobachevskii). The journal publishes research articles on geometry and topology, algebra, complex analysis, functional analysis, differential equations and mathematical physics, probability theory and stochastic processes, computational mathematics, mathematical modeling, numerical methods and program complexes, computer science, optimal control, and theory of algorithms as well as applied mathematics. The journal welcomes manuscripts from all countries in the English language.
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