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Contradiction expression collection device and computer program therefor

机译:矛盾表达收集装置及其计算机程序

摘要

[Object] An object is to provide a device capable of efficiently collecting contradictory expressions in units smaller than a sentence. [Solution] A contradictory expression collecting device includes: a first-stage contradiction pattern classifying unit extracting a pattern pair consisting of mutually contradictory patterns by machine learning using as training data pattern pairs consisting of patterns in the form of "subject X predicate object Y"; an additional contradiction pattern pair deriving unit 130 deriving a new pattern pair by rewriting one pattern of each extracted pattern pair by using entailment relation; a training data expanding unit for expanding training data by adding to the training data those of the newly derived pattern pairs which are highly likely consisting of mutually contradicting patterns; and an SVM 142 performing a second-stage classification classifying given pattern pairs to pattern pairs consisting of mutually contradictory patterns and to other pairs, based on machine learning using the expanded training data.
机译:[目的]提供一种能够以小于句子的单位有效地收集矛盾表达的装置。 [解决方案]矛盾表达收集装置包括:第一阶段矛盾模式分类单元,通过使用由“对象X谓词对象Y”形式的模式组成的模式对作为训练数据,通过机器学习来提取由相互矛盾的模式组成的模式对。 ;附加矛盾图案对导出单元130通过利用依存关系重写每个提取的图案对中的一个图案来导出新的图案对。训练数据扩展单元,用于通过将很可能由相互矛盾的模式组成的新导出的模式对添加到训练数据来扩展训练数据; SVM 142基于使用扩展的训练数据的机器学习来执行第二阶段分类,该第二阶段分类将给定的模式对分类为由相互矛盾的模式组成的模式对以及其他对。

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