问句意图理解与识别技术研究进展

RESEARCH PROGRESS OF QUESTION INTENT UNDERSTANDING AND DETERMINATION TECHNOLOGY

  • 摘要: 问句意图理解与识别是问答和对话系统的重要组成部分,包含上下文语义理解及意图分类子任务。尽管问句意图理解和识别任务已取得大量研究成果,但是目前仍缺少相关系统性的回顾与总结的研究工作。因此,梳理近些年的研究,从问句意图理解与识别的概念出发,介绍其研究目的与意义,总结归纳评测方法与数据来源,刻画方法间的代际差异,并重点阐述目前流行的深度学习方法在问句意图理解与识别上的研究现状,探讨其在未来潜在的发展方向。

     

    Abstract: Question-intent understanding and recognition is an important part of question-answer and dialogue systems, which includes contextual semantic understanding and intention classification subtasks. Although a large number of research results have been achieved in the task of question intention determination, there is still a lack of systematic review and summary of related research work. Therefore, this paper compares the recent research, starts from the concept of question intent understanding and determination, introduces its research purpose and significance, summarizes the evaluation methods and data sources, portrays the generational differences between methods, and focuses on the application of currently popular deep learning methods to question intent understanding and determination, and finally explores its potential development direction in the future.

     

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