Methods for precise named entity matching in digital collections

Peter T. Davis, David K. Elson, Judith L. Klavans
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引用次数: 41

Abstract

We describe an interactive system, built within the context of CLiMB project, which permits a user to locate the occurrences of named entities within a given text. The named entity tool was developed to identify references to a single art object (e.g. a particular building) with high precision in text related to images of that object in a digital collection. We start with an authoritative list of art objects, and seek to match variants of these named entities in related text. Our approach is to "decay" entities into progressively more general variants while retaining high precision. As variants become more general, and thus more ambiguous, we propose methods to disambiguate intermediate results. Our results are used to select records into which automatically generated metadata are loaded.
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数字集合中精确命名实体匹配的方法
我们描述了一个在CLiMB项目上下文中构建的交互式系统,该系统允许用户定位给定文本中指定实体的出现情况。开发命名实体工具是为了识别对单个艺术对象(例如,特定建筑)的引用,并在数字集合中与该对象的图像相关的文本中具有高精度。我们从艺术对象的权威列表开始,并寻求在相关文本中匹配这些命名实体的变体。我们的方法是将实体逐渐“衰减”为更一般的变体,同时保持高精度。由于变体变得更加普遍,因此更加模糊,我们提出了消除中间结果歧义的方法。我们的结果用于选择将自动生成的元数据装入其中的记录。
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