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一种基于路径选择的多模态领域知识问答方法

王向 李艳超 张晓明

计算机应用与软件2025,Vol.42Issue(4):189-200,244,13.
计算机应用与软件2025,Vol.42Issue(4):189-200,244,13.DOI:10.3969/j.issn.1000-386x.2025.04.028

一种基于路径选择的多模态领域知识问答方法

PMKBQA:A MULTIMODAL DOMAIN KNOWLEDGE QUESTION ANSWERING METHOD BASED ON PATH SELECTION

王向 1李艳超 1张晓明1

作者信息

  • 1. 河北科技大学信息科学与工程学院 河北石家庄 050000
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摘要

Abstract

There are different challenges between natural language and structured knowledge in the field of question answering based on knowledge graphs.Therefore,this paper proposes a method of using predicates to select paths(PMKBQA).A multimodal domain knowledge graph and question set were constructed.Starting from the subject entity identified in the question,calculating the similarity between its edge and the question predicate,and generating the answer path hop by hop until the answer to the question was found.Relevant images of the answer of the question according to the answer path were acquired.The user satisfaction evaluation experiment was done on the domain question set,and the results show that this paper can provide users with satisfactory images.Meanwhile,a question answering effect evaluation experiment is done on the QALD data set,and the results show that our method is better than the baseline method in F1.

关键词

多模态知识图谱/问答/多模态问题集/路径选择

Key words

Multimodal knowledge graph/Questions answering/Multimodal question/Path selection

分类

信息技术与安全科学

引用本文复制引用

王向,李艳超,张晓明..一种基于路径选择的多模态领域知识问答方法[J].计算机应用与软件,2025,42(4):189-200,244,13.

基金项目

河北省自然科学基金项目(F2018208116) (F2018208116)

河北省高等学校科学技术研究重点项目(ZD2021048). (ZD2021048)

计算机应用与软件

OA北大核心

1000-386X

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