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Improving the Performance of Chat-Oriented Dialogue Systems via Dialogue Breakdown Detection

机译:通过对话故障检测提高面向聊天的对话系统的性能

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Dialogue breakdown detection is a technique used for identifying inappropriate utterances in dialogue systems that has attracted increased attention, especially in chat-oriented dialogue systems. Although it is generally assumed that dialogue breakdown detection avoids generating system responses that then cause difficulties in continuing the given dialogue, this has yet to be verified experimentally or theoretically. In this paper, we apply the dialogue breakdown detection technique to generate responses for a chat-oriented dialogue system and experimentally verify that performance is improved by measuring the extent to which dialogue breakdown is avoided. Our experimental results show that dialogue breakdown detection indeed is able to improve the appropriateness of system responses; however, short, simple, and dull responses tend to increase when using this technique.
机译:对话故障检测是一种用于识别对话系统中不适当话语的技术,这种技术引起了越来越多的关注,尤其是在面向聊天的对话系统中。尽管通常认为对话崩溃检测会避免生成系统响应,否则系统响应会给继续给定的对话带来困难,但这尚未通过实验或理论进行验证。在本文中,我们应用了对话崩溃检测技术来生成面向聊天的对话系统的响应,并通过测量避免对话崩溃的程度,通过实验验证了性能的提高。我们的实验结果表明,对话故障检测确实能够提高系统响应的适当性。但是,使用此技术时,短,简单和迟钝的响应往往会增加。

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