Knowledge bases are collections of domain-specific and commonsense facts. Recently, the sizes of KBs are rocketing due to automatic extraction for knowledge and facts. For example, the number of facts in WikiData is up to 974 million! According to our observation, current KBs, especially domain KBs, show strong relevance in relations according to some topics. These patterns can be used to conclude and infer for part of facts in the KBs. Therefore, the original KBs can be minimzed by extracting patterns and essential facts.
翻译:知识基础是特定领域和常识事实的集合。 最近,KB的规模因自动提取知识和事实而急剧上升。 例如,WikiData中的事实数量高达9.74亿! 据我们观察,目前的KB,特别是域KB,根据某些主题,在关系中显示出很强的相关性。这些模式可用于为KB的一部分事实得出结论和推断。 因此,原始KB可以通过提取模式和基本事实来缩小。