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首页> 外文期刊>Advances in Distributed Computing And Artificial Intelligence Journal >Simulating heterogeneous user behaviors to interact with conversational interfaces
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Simulating heterogeneous user behaviors to interact with conversational interfaces

机译:模拟异构用户行为与会话接口交互

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摘要

Research in techniques to simulate users has a long history within the fields of language processing, speech technologies and conversational interfaces. In this paper, we describe a technique to develop heterogeneous user models that are able to interact with this kind of interfaces. By means of simulated users, it is possible not only to automatically evaluate the overall operation of a conversational interface, but also to assess the impact of the user responses on the decisions that are selected by the system. The selection of the user responses by the simulated user are based on a statistical model that considers the complete history of the interaction to carry out this selection. We describe this technique and its practical application to measure the influence of the most important user's features characteristics that affect the interaction of the simulated user with the a conversational interface.
机译:用于模拟用户的技术的研究在语言处理,语音技术和会话接口的字段中具有很长的历史记录。在本文中,我们描述了一种开发能够与这种接口交互的异构用户模型的技术。通过模拟用户,不仅可以自动评估会话界面的整体操作,而且还可以评估用户响应对系统选择的决策的影响。通过模拟用户选择用户响应基于统计模型,以考虑交互的完整历史来执行此选择。我们描述了该技术及其实际应用来测量最重要的用户特征特征的影响,这些特性影响模拟用户与对话界面的交互。

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