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Fatal or not? Finding errors that lead to dialogue breakdowns in chat-oriented dialogue systems

机译:致命与否?在面向聊天的对话系统中查找导致对话崩溃的错误

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This paper aims to find errors that lead to dialogue breakdowns in chat-oriented dialogue systems. We collected chat dialogue data, annotated them with dialogue breakdown labels, and collected comments describing the error that led to the breakdown. By mining the comments, we first identified error types. Then, we calculated the correlation between an error type and the degree of dialogue breakdown it incurred, quantifying its impact on dialogue breakdown. This is the first study to quantitatively analyze error types and their effect in chat-oriented dialogue systems.
机译:本文旨在查找导致面向聊天的对话系统中对话崩溃的错误。我们收集了聊天对话数据,并用对话故障标签注释了这些数据,并收集了描述导致故障的错误的注释。通过挖掘注释,我们首先确定错误类型。然后,我们计算了错误类型与其引起的对话崩溃程度之间的相关性,从而量化了其对对话崩溃的影响。这是第一个定量分析错误类型及其在面向聊天的对话系统中的影响的研究。

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