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Constructing a knowledge base for entity linking on Irish cultural heritage collections

机译:为链接爱尔兰文化遗产藏品的实体建立知识库

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A known problem for proponents of Entity Linking in Cultural Heritage collections is the poor representation of entities in popular knowledge bases such as DBpedia. This is largely due to the niche nature of the entities contained in these collections. Where such problems arise it may be possible to generate more complete knowledge bases from existing resources used by scholars who specialise in the domain of the collection in question. This paper presents the process by which a knowledge base for informing an entity linker about people in Irish cultural heritage collections was developed from the Dictionary of Irish Biography, a compendium of biographies about notable Irish figures written by Irish historians. We present the design considerations which influenced the structure of the knowledge base given its intended application and the process by which the desired information was extracted from the collection of biographies. This includes the description of an automatic linking process for associating entities in the new knowledge base with their corresponding entries in DBpedia where such a correspondence was possible. We discuss other resources which possess similar properties to the Dictionary of Irish Biography that may be useful for expanding the current knowledge base. A preliminary test on a collection of Irish manuscripts is conducted using an existing Entity Linking tool to demonstrate the use of this knowledge base in a linking task.
机译:对于文化遗产收藏中的实体链接支持者来说,一个已知的问题是实体在诸如DBpedia之类的流行知识库中的代表性很差。这主要是由于这些收藏中所含实体的利基性质。在出现此类问题的地方,有可能从专门研究相关收藏领域的学者使用的现有资源中建立更完整的知识库。本文介绍了一个过程,该过程是根据《爱尔兰传记词典》(一个由爱尔兰历史学家撰写的有关著名爱尔兰人物的传记的摘要)开发的,用于向爱尔兰文化遗产收藏中的人介绍实体链接者的知识库。我们提出了设计方面的考虑因素,这些因素会影响知识库的结构以及给定的预期应用和从传记中提取所需信息的过程。这包括对自动链接过程的描述,该过程用于将新知识库中的实体与它们在DBpedia中的对应条目(可能的对应关系)相关联。我们将讨论其他资源,这些资源具有与《爱尔兰传记词典》相似的属性,可能有助于扩大当前的知识库。使用现有的实体链接工具对爱尔兰手稿进行了初步测试,以证明该知识库在链接任务中的使用。

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