VnLoc: A Real -- Time News Event Extraction Framework for Vietnamese

Mai-Vu Tran, M. Nguyen, Sy-Quan Nguyen, Minh-Tien Nguyen, X. Phan
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引用次数: 6

Abstract

Event Extraction is a complex and interesting topic in Information Extraction that includes event extraction methods from free text or web data. The result of event extraction systems can be used in several fields such as risk analysis systems, online monitoring systems or decide support tools. In this paper, we introduce a method that combines lexico -- semantic and machine learning to extract event from Vietnamese news. Furthermore, we concentrate to describe event online monitoring system named VnLoc based on the method that was proposed above to extract event in Vietnamese language. Besides, in experiment phase, we have evaluated this method based on precision, recall and F1 measure. At this time of experiment, we on investigated on three types of event: FIRE, CRIME and TRANSPORT ACCIDENT.
VnLoc:越南语实时新闻事件提取框架
事件提取是信息提取中一个复杂而有趣的话题,它包括从自由文本或web数据中提取事件的方法。事件提取系统的结果可用于风险分析系统、在线监测系统或决策支持工具等多个领域。在本文中,我们介绍了一种结合词汇语义和机器学习的方法来从越南新闻中提取事件。在此基础上,重点介绍了基于上述方法的事件在线监测系统VnLoc。此外,在实验阶段,我们对该方法进行了精度、召回率和F1测度的评价。在这次实验中,我们调查了三种类型的事件:火灾,犯罪和交通事故。
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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