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Towards Understandable Explanations for Document Analysis Systems

机译:对文档分析系统的可理解解释

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smartFIX is a product portfolio for knowledge based extraction of data from any document format. The system automatically determines the document type and extracts all relevant data for the respective business process. Data that is unreliably recognized is forwarded to a verification workplace for manual checking. In general, users have no difficulties to interpret the document data and wonder why the system needs additional input. For that reason, we implemented an explanation component that is used to justify extraction results, thus, increasing confidence of users. The component is using a semantic log making it possible to provide understandable explanations. We illustrate the benefits of that kind of technology in contrast to the current smartFIX Log Viewer by means of a preliminary user experiment.
机译:SmartFix是一种从任何文档格式的知识提取数据的产品组合。 系统自动确定文档类型并提取各个业务流程的所有相关数据。 无法可靠地识别的数据转发到验证工作场所以进行手动检查。 通常,用户对文档数据没有困难并译力为什么系统需要额外的输入。 因此,我们实现了一个解释组件,用于证明提取结果,从而提高用户的信心。 该组件使用的是语义日志,使得可以提供可理解的解释。 我们通过初步用户实验说明了与当前SmartFix日志查看器相反的那种技术的好处。

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