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An ontology-driven semantic speech recognition system for security tasks

机译:用于安全任务的本体驱动的语义语音识别系统

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One of the goals of speech recognition security (SRS) systems could be to extract the subject of the discourse in order to detect possible risks. Thus, the development of appropriated Speech Semantic Recognition systems is one of the challenges the scientific community has. Our system is an Information Retrieval system that provides information about the contents of audio in Basque, Spanish, and French. Since the resources available for Basque in general, and for this task in particular, were very few, data optimization methodologies had to be applied in various phases of the development. Moreover, the agglutinative nature of Basque required the use of morphemes and other sub-word units. Additionally, some keyword spotting and semantic methods have been also applied in the system in order to retrieve information properly. In most of the cases, the methods employed during this project could suit the requirements of many under-resourced languages, and one of these techniques could be the ontology-based approach. This paper presents the system in general for Basque and emphasizes the techniques employed in order to enhance the system using a semantic ontology.
机译:语音识别安全(SRS)系统的目标之一可能是提取话语的主题以检测可能的风险。因此,开发适当的语音语义识别系统是科学界面临的挑战之一。我们的系统是一个信息检索系统,它以巴斯克语,西班牙语和法语提供有关音频内容的信息。由于通常可用于巴斯克的资源(尤其是用于此任务的资源)很少,因此必须在开发的各个阶段中应用数据优化方法。此外,巴斯克语的凝集性要求使用语素和其他子词单元。另外,一些关键字识别和语义方法也已在系统中应用,以便正确检索信息。在大多数情况下,此项目中使用的方法可能适合许多资源贫乏的语言的需求,而这些技术之一可能是基于本体的方法。本文介绍了巴斯克语的系统,并重点介绍了使用语义本体来增强系统的技术。

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