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System for automatic extraction of structure from spoken conversation using lexical and acoustic features

机译:利用词汇和声学特征从口语会话中自动提取结构的系统

摘要

Embodiments of the present invention provide a system for automatically extracting conversational structure from a voice record based on lexical and acoustic features. The system also aggregates business-relevant statistics and entities from a collection of spoken conversations. The system may infer a coarse-level conversational structure based on fine-level activities identified from extracted acoustic features. The system improves significantly over previous systems by extracting structure based on lexical and acoustic features. This enables extracting conversational structure on a larger scale and finer level of detail than previous systems, and can feed an analytics and business intelligence platform, e.g. for customer service phone calls. During operation, the system obtains a voice record. The system then extracts a lexical feature using automatic speech recognition (ASR). The system extracts an acoustic feature. The system then determines, via machine learning and based on the extracted lexical and acoustic features, a coarse-level structure of the conversation.
机译:本发明的实施例提供一种用于基于词汇和声学特征从语音记录中自动提取会话结构的系统。该系统还汇总了一系列口头对话中与业务相关的统计信息和实体。该系统可以基于从提取的声学特征中识别出的细微活动来推断粗略的对话结构。通过提取基于词汇和声学特征的结构,该系统比以前的系统有了显着改进。与以前的系统相比,这使得能够以更大的规模和更好的详细程度提取对话结构,并且可以为分析和商业智能平台提供服务,例如用于客户服务电话。在操作过程中,系统会获取语音记录。然后,系统使用自动语音识别(ASR)提取词汇特征。系统提取声学特征。然后,系统通过机器学习并基于提取的词汇和声学特征,确定对话的粗略结构。

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