Algorithm Research & Explore
|
2945-2950

Multi-domain end-to-end task-oriented dialogue system based on double-layer memory network

Fang Minghong
Wan Li
Dai Fanjie
College of Computer Science, Chongqing University, Chongqing 400044, China

Abstract

To effectively incorporate knowledge into dialogue reasoning, this paper proposed a multi-domain end-to-end taskoriented dialogue system based on a double-layer memory network. Firstly, it used the form of knowledge rows instead of triples to represent knowledge, which improved the performance of knowledge location. Secondly, it used a double-layer memory network structure to model knowledge and dialogue history separately, which improved the reasoning ability of the model. Finally, it used a dynamic encoder to encode data in various fields to improve the generalization ability of the model. Through experimental analysis, the F1 and BLEU indicators of the model are improved through compared with the comparison algorithm on the InCar and CamRest datasets, which verifies the effectiveness and advancement of the model.

Foundation Support

重庆市技术创新与应用发展专项重点项目(CSTB2022TIAD-KPX0141)
重庆市科卫联合重点项目(2021ZY014004)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2023.03.0096
Publish at: Application Research of Computers Printed Article, Vol. 40, 2023 No. 10
Section: Algorithm Research & Explore
Pages: 2945-2950
Serial Number: 1001-3695(2023)10-010-2945-06

Publish History

[2023-05-19] Accepted Paper
[2023-10-05] Printed Article

Cite This Article

方明弘, 万里, 戴凡杰. 基于双层记忆网络的多领域端到端任务型对话系统 [J]. 计算机应用研究, 2023, 40 (10): 2945-2950. (Fang Minghong, Wan Li, Dai Fanjie. Multi-domain end-to-end task-oriented dialogue system based on double-layer memory network [J]. Application Research of Computers, 2023, 40 (10): 2945-2950. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.


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