期刊文献+

PKS体系下基于知识图谱的政务问答机器人研究

Research on government question answering robot based on knowledge graph in PKS system
下载PDF
导出
摘要 提出了一种基于国产PKS环境上政务知识库问答机器人。该系统基于多源异构数据,利用深度学习模型,以流水线工作方式,由Schema设计、知识抽取、知识融合、知识存储、知识更新5部分组成,自动完成知识库建立,同时自动对用户问题进行分类,意图识别,利用知识图谱检索、分析计算技术形成答案提供给用户。该机器人系统能够大大提高政务工作人员的工作效率。 The paper proposes a question and answer robot for government knowledge based on domestic PKS environment,which uses deep learning model to work in pipeline mode for multi-source heterogeneous data.The system consists of five parts:schema design,knowledge extraction,knowledge fusion,knowledge storage and knowledge update,automatically completes the establishment of knowledge base,automatically classifies user questions,and recognizes intention.Knowledge map retrieval,analysis and computing technology are used to form answers for users.The robot system can greatly improve the work efficiency of government staff.
作者 程序 谭太龙 王苗苗 Cheng Xu;Tan Tailong;Wang Miaomiao(China National Software and Service Co.,Ltd.,Beijing 100081,China;Beijing Chaoyang District Commission of Housing and Urban-Rural Development,Beijing 100020,China)
出处 《电子技术应用》 2023年第4期128-132,共5页 Application of Electronic Technique
关键词 模型层 知识图谱 自然语言处理 流水线构建 意图识别 schema knowledge graphs NLP pipeline mention recognition
  • 相关文献

参考文献4

二级参考文献42

  • 1张锋,许云,侯艳,樊孝忠.基于互信息的中文术语抽取系统[J].计算机应用研究,2005,22(5):72-73. 被引量:36
  • 2杜波,田怀凤,王立,陆汝占.基于多策略的专业领域术语抽取器的设计[J].计算机工程,2005,31(14):159-160. 被引量:26
  • 3凌祺,樊孝忠.领域词汇自动获取的研究[J].微机发展,2005,15(8):148-150. 被引量:6
  • 4Goddeau D., Brill E., Glass J. et al.. GALAXY: A human language interface to online travel information. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP'94), Yokohama, Japan, 1994, 707~710
  • 5Huang F., Yang J., Waibel A.. Dialogue management for multimodal user registration. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP'2000), Beijing, China, 2000, 3:37~40
  • 6Abe K., Kurokawa K., Taketa K., Ohno S., Fujisake H.. A new method for dialogue management in an intelligent system for information retrieval. In: Proceedings of the 6th International Conference on Spoken Language Processing (ICSLP'2000), Beijing, China, 2000, 118~121
  • 7Denecke M.. Informational characterization of dialogue states. In: Proceedings of the International Conference on Spoken Language Processing (ICSLP'2000 ), Beijing, China, 2000,2:114~117
  • 8Levin E., Pieraccini R., Echert W.. A stochastic model of human-machine interaction for learning dialog strategies. IEEE Transactions on Speech and Audio Processing, 2000, 8(1): 11~23
  • 9Lin Bor-Shen, Wang Hsin-Min, Lee Lin-Shan. A distributed agent architecture for intelligent multi-domain spoken dialogue systems. IEICE Transactions on Information & System, 2001, E84-d(9): 1217~1230
  • 10Wu Xiao-Jun, Zheng Fang, Xu Ming-Xing. Topic forest: A plan-based dialogue management structure. In: Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP2001), Salt Lake City, USA, 2001, 617~620

共引文献152

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部