Template Based Attribute Value Words Acquisition in Entity Attribute Knowledge Base Construction

Honglin Wu, Ruo-yi Zhou, Ke Wang
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引用次数: 6

Abstract

In the task of entity attribute knowledge base construction, each attribute has many candidate value words. It is impossible to get these candidate value words manually. This paper proposed a template based attribute value words acquisition method, which could acquire the candidate value words of attribute from real corpus automatically. The acquisition of candidate value words were driven by attribute. The candidate value words could be obtained in the context which described the attribute. The expression of a particular text generally had a fixed form. The form could be extracted as a template for the acquisition of candidate value words of attribute. This paper gave the definition of the template and proposed an automatic template generating method. Based on the templates, this paper proposed a procedure of attribute value words acquisition which was constrained by the known attribute words. It extracted attribute value words from annotated corpus by the method of the template instantiation. According to the relationship between attribute word and attribute value word in the template, the relation-net of attribute words and attribute value words could be organized directly. The experimental result showed that the proposed method performance well on the real corpus.
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实体属性知识库构建中基于模板的属性值词获取
在实体属性知识库构建任务中,每个属性都有多个候选值词。人工获取这些候选值词是不可能的。提出了一种基于模板的属性值词获取方法,该方法可以自动从真实语料库中获取属性候选值词。候选值词的获取是由属性驱动的。候选值词可以在描述属性的上下文中获得。特定文本的表达通常有固定的形式。该表单可以作为模板提取,用于获取候选属性值词。给出了模板的定义,提出了一种自动生成模板的方法。在模板的基础上,提出了一种受已知属性词约束的属性值词获取过程。采用模板实例化的方法从标注语料库中提取属性值词。根据模板中属性词和属性值词的关系,可以直接组织属性词和属性值词的关系网络。实验结果表明,该方法在真实语料库上具有良好的性能。
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