大连民族大学学报2024,Vol.26Issue(3) :240-247.

基于时间约束子图抽取的时序知识图谱问答

Temporal Knowledge Graph Question Answering Based on Temporally Constrained Subgraph Extraction

刘洋 刘爽 赵泽菲
大连民族大学学报2024,Vol.26Issue(3) :240-247.

基于时间约束子图抽取的时序知识图谱问答

Temporal Knowledge Graph Question Answering Based on Temporally Constrained Subgraph Extraction

刘洋 1刘爽 1赵泽菲1
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作者信息

  • 1. 大连民族大学 计算机科学与工程学院,辽宁 大连 116650
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摘要

针对时序知识图谱的问答的相关研究较少,并且大多拘泥于语义或者时间信息的匹配,缺乏对时间约束信息利用的问题,提出一种基于时间约束子图抽取的时序知识图谱问答方法.首先通过时间范围信息修剪子图,然后利用修剪后的子图和时间信息进行答案推理得到最终答案.实验结果表明:本文方法相较于基线模型在回答复杂类型以及时间类型问题时有较大提升.

Abstract

There is limited research on question answering based on temporal knowledge graphs,with most approaches being confined to semantic or temporal information matching,and lacking the utilization of temporal constraint information.A method for question answering based on temporal constraint subgraph extraction is proposed in this paper,whereby subgraphs are pruned based on time range information,and subsequently,answer inference is performed utilizing the pruned subgraph and temporal information to derive the final answer.Experimental results demonstrate that the proposed method,compared to baseline models,exhibits significant improvements in answering complex and temporal-type questions.

关键词

时序知识图谱/问答/子图/时间约束

Key words

temporal knowledge graph/question answering/subgraph/temporal constraint

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出版年

2024
大连民族大学学报
大连民族学院

大连民族大学学报

CHSSCD
影响因子:0.266
ISSN:1009-315X
参考文献量5
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