知识增强型对话代理

IF 1.2 3区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Fabio Caffaro, Giuseppe Rizzo
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引用次数: 0

摘要

几十年来,人类一直幻想着人工智能工具能够流畅地与人类进行讨论。从 ELIZA 到现代发声助手,人们已经提出了无数的方案。尽管人们对这一研究和创新领域兴趣浓厚,但对会话代理的概念却缺乏共识,普遍的过高期望掩盖了现有解决方案的局限性。本作品对这一主题进行了文献综述,重点关注最有前途的会话代理类型,它们由知识库驱动,能够提供基础知识,就不同主题自主进行会话。我们描述了定义知识增强型对话代理的概念架构,并研究了不同的应用领域。最后,我们列出了未来工作中一些有前景的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Knowledge-Enhanced Conversational Agents

Humanity has fantasized about artificial intelligence tools able to discuss with human beings fluently for decades. Numerous efforts have been proposed ranging from ELIZA to the modern vocal assistants. Despite the large interest in this research and innovation field, there is a lack of common understanding on the concept of conversational agents and general over expectations that hide the current limitations of existing solutions. This work proposes a literature review on the subject with a focus on the most promising type of conversational agents that are powered on top of knowledge bases and that can offer the ground knowledge to hold conversation autonomously on different topics. We describe a conceptual architecture to define the knowledge-enhanced conversational agents and investigate different domains of applications. We conclude this work by listing some promising research pathways for future work.

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来源期刊
Journal of Computer Science and Technology
Journal of Computer Science and Technology 工程技术-计算机:软件工程
CiteScore
4.00
自引率
0.00%
发文量
2255
审稿时长
9.8 months
期刊介绍: Journal of Computer Science and Technology (JCST), the first English language journal in the computer field published in China, is an international forum for scientists and engineers involved in all aspects of computer science and technology to publish high quality and refereed papers. Papers reporting original research and innovative applications from all parts of the world are welcome. Papers for publication in the journal are selected through rigorous peer review, to ensure originality, timeliness, relevance, and readability. While the journal emphasizes the publication of previously unpublished materials, selected conference papers with exceptional merit that require wider exposure are, at the discretion of the editors, also published, provided they meet the journal''s peer review standards. The journal also seeks clearly written survey and review articles from experts in the field, to promote insightful understanding of the state-of-the-art and technology trends. Topics covered by Journal of Computer Science and Technology include but are not limited to: -Computer Architecture and Systems -Artificial Intelligence and Pattern Recognition -Computer Networks and Distributed Computing -Computer Graphics and Multimedia -Software Systems -Data Management and Data Mining -Theory and Algorithms -Emerging Areas
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