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Formal Languages in Information Extraction and Graph Databases

机译:信息提取和图形数据库中的形式语言

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This abstract covers two areas of data management, research in which formal language theory plays a central role, namely in Information Extraction and Graph Databases.Information Extraction. Automata-based foundations of Information Extraction (e.g., [9,16,34]) have become a popular research topic over the last years. One framework that has been studied in this context is that of document spanners [16]. Document spanners model information extraction tasks as functions that map input text documents to a relation of spans, i.e., intervals of start and end positions in the text. A particular interesting class of spanners is the class of regular spanners, which is based on regular languages with capture variables. This class satisfies a number of interesting complexity and expressiveness properties and therefore caused a revival of automata- and formal language techniques in database research. Examples of such work are on the enumeration of answers [1,18], expressiveness [20,21,33], complexity issues [22,29,32], integration of weights [15], and distributed evaluation [14]. That said, the document spanners framework is not the only one that is studied in this context, and there are other elegant frameworks that can express information extraction functions beyond the spanner framework, e.g., [9,34].
机译:该摘要涵盖了数据管理的两个领域,其中形式语言理论在其中扮演着核心角色的研究,即信息提取和图形数据库。近年来,基于自动机的信息提取基础(例如[9,16,34])已成为流行的研究主题。在这种情况下研究的一种框架是文档扳手[16]。文档扳手将信息提取任务建模为将输入文本文档映射到跨度关系(即,文本中开始和结束位置的间隔)的功能。特别有趣的扳手类是常规扳手类,它基于具有捕获变量的常规语言。此类满足了许多有趣的复杂性和表达性,因此引起了数据库研究中自动和形式语言技术的复兴。此类工作的示例包括答案[1,18],表达性[20,21,33],复杂性问题[22,29,32],权重积分[15]和分布式评估[14]的枚举。也就是说,文档扳手框架不是在这种情况下研究的唯一框架,还有其他一些优雅的框架可以表达超出扳手框架的信息提取功能,例如[9,34]。

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