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AUTOMATICALLY LINKING TEXT TO CONCEPTS IN A KNOWLEDGE BASE

机译:在知识库中自动将文本链接到概念

摘要

According to an aspect, automatically linking text to concepts in a knowledge base using differential analysis includes receiving a text string and selecting, based on contents of the text string, a plurality of data sources that correspond to concepts in the knowledge base. In a further aspect, automatically linking the text to the concepts includes calculating, for each of the selected data sources, a probability that the text string is output by a language model built using the selected data source, calculating a probability that the text string is output by a generic language model, calculating link confidence scores for each concept based on a differential analysis of the probabilities, and creating a link from the text string to one of the concepts in the knowledge base. The creating is based on a link confidence score of the concept being more than a threshold value away from a prescribed threshold.
机译:根据一个方面,使用差异分析将文本自动链接到知识库中的概念包括:接收文本字符串,并基于文本字符串的内容选择与知识库中的概念相对应的多个数据源。在另一方面,自动将文本链接到概念包括对于每个选择的数据源计算通过使用选择的数据源构建的语言模型输出文本字符串的概率,计算文本字符串被检测的概率。通用语言模型的输出,基于概率的差异分析计算每个概念的链接置信度分数,并创建从文本字符串到知识库中一个概念的链接。该创建基于概念的链接置信度得分大于远离规定阈值的阈值。

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