制造业中人机交互的问答模型

IF 8.2 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Eneko Ruiz , María Inés Torres , Arantza del Pozo
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引用次数: 0

摘要

本文介绍了一个问答(QA)系统,该系统将使制造业的工人能够“免提”请求信息。这种在家庭环境中广泛使用的系统,已经开始在工业环境中流行起来。为了开发该系统,专家对基于PDF的西班牙语工业手册进行了处理、注释,并用于培训体系结构的不同组件,即一个问题分类器和两个QA系统。为了测试系统的性能,已经应用和开发了不同的度量标准。所开发的体系结构获得了高分类和正确的响应结果,证明了这些系统在行业中的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Question answering models for human–machine interaction in the manufacturing industry

This paper presents a question answering (QA) system that will enable workers from the manufacturing industry to ’hands-free’ request information. This kind of systems, that are broadly used in household context, have started to gain popularity in industrial environments. To develop the system, PDF-based industrial manuals in Spanish have been processed, annotated by experts and used to train the different components of the architecture, i.e. a question classifier and two QA systems. Different metrics have been applied and developed in order to test the performance of the system. The developed architecture obtains high classification and correct response results, demonstrating the viability of these systems in the industry.

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来源期刊
Computers in Industry
Computers in Industry 工程技术-计算机:跨学科应用
CiteScore
18.90
自引率
8.00%
发文量
152
审稿时长
22 days
期刊介绍: The objective of Computers in Industry is to present original, high-quality, application-oriented research papers that: • Illuminate emerging trends and possibilities in the utilization of Information and Communication Technology in industry; • Establish connections or integrations across various technology domains within the expansive realm of computer applications for industry; • Foster connections or integrations across diverse application areas of ICT in industry.
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