Handling Modifiers in Question Answering over Knowledge Graphs

被引:1
|
作者
Siciliani, Lucia [1 ]
Diefenbach, Dennis [2 ]
Maret, Pierre [2 ]
Basile, Pierpaolo [1 ]
Lops, Pasquale [1 ]
机构
[1] Univ Bari Moro, Dept Comp Sci, Bari, Italy
[2] Lab Hubert Curien, St Etienne, France
关键词
Question answering; SPARQL; Knowledge graphs; Modifiers; Multilingual; Qanswer;
D O I
10.1007/978-3-030-35166-3_15
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Question Answering (QA) over Knowledge Graphs (KGs) has gained its momentum thanks to the spread of the Semantic Web. However, despite the abundance of methods proposed in this field, there are still many aspects that need to be fully covered. One of them is the generation of SPARQL queries with modifiers, i.e. queries that are made up not only by triple patterns but also other terms belonging to the SPARQL syntax, such as FILTER, LIMIT, COUNT, ORDER BY. This task results difficult to accomplish in a generic way since the matching with natural language is not straightforward. Few works try to address this complex issue. In this paper, we propose a new approach to handle and to generate queries containing modifiers. Our method is able to generate queries with multiple modifiers, it is easily extendable to cover new modifiers and new languages, and it is independent of the KG structure. Our approach represents an extension of an existing work called QAnswer.
引用
收藏
页码:210 / 222
页数:13
相关论文
共 50 条
  • [1] MQALD: Evaluating the impact of modifiers in question answering over knowledge graphs
    Siciliani, Lucia
    Basile, Pierpaolo
    Lops, Pasquale
    Semeraro, Giovanni
    [J]. SEMANTIC WEB, 2022, 13 (02) : 215 - 231
  • [2] Building Knowledge Subgraphs in Question Answering over Knowledge Graphs
    Aghaei, Sareh
    Angele, Kevin
    Fensel, Anna
    [J]. WEB ENGINEERING (ICWE 2022), 2022, 13362 : 237 - 251
  • [3] Complex Question Answering Over Temporal Knowledge Graphs
    Long, Shaonan
    Liao, Jinzhi
    Yang, Shiyu
    Zhao, Xiang
    Lin, Xuemin
    [J]. WEB INFORMATION SYSTEMS ENGINEERING - WISE 2022, 2022, 13724 : 65 - 80
  • [4] A Diagrammatic Approach for Visual Question Answering over Knowledge Graphs
    Mouromtsev, Dmitry
    Wohlgenannt, Gerhard
    Haase, Peter
    Pavlov, Dmitry
    Emelyanov, Yury
    Morozov, Alexey
    [J]. SEMANTIC WEB: ESWC 2018 SATELLITE EVENTS, 2018, 11155 : 34 - 39
  • [5] Message Passing for Complex Question Answering over Knowledge Graphs
    Vakulenko, Svitlana
    Garcia, Javier David Fernandez
    Polleres, Axel
    de Rijke, Maarten
    Cochez, Michael
    [J]. PROCEEDINGS OF THE 28TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT (CIKM '19), 2019, : 1431 - 1440
  • [6] Benchmarking Entity Linking for Question Answering over Knowledge Graphs
    Echegoyen, Guillermo
    Rodrigo, Alvaro
    Penas, Anselmo
    [J]. PROCESAMIENTO DEL LENGUAJE NATURAL, 2019, (63): : 121 - 128
  • [7] Question Answering Over Knowledge Graphs: A Case Study in Tourism
    Aghaei, Sareh
    Raad, Elie
    Fensel, Anna
    [J]. IEEE ACCESS, 2022, 10 : 69788 - 69801
  • [8] CocoQa: Question Answering for Coding Conventions over Knowledge Graphs
    Du, Tianjiao
    Cao, Junming
    Wu, Qinyue
    Li, Wei
    Shen, Beijun
    Chen, Yuting
    [J]. 34TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING (ASE 2019), 2019, : 1086 - 1089
  • [9] Pretrained Transformers for Simple Question Answering over Knowledge Graphs
    Lukovnikov, Denis
    Fischer, Asja
    Lehmann, Jens
    [J]. SEMANTIC WEB - ISWC 2019, PT I, 2019, 11778 : 470 - 486
  • [10] Question Answering over Knowledge Graphs with Query Path Generation
    Yang, Linqing
    Guo, Kecen
    Liu, Bo
    Gong, Jiazheng
    Zhang, Zhujian
    Zhao, Peiyu
    [J]. KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, PT I, 2022, 13368 : 146 - 158