Multi-hop knowledge base question answering with an iterative sequence matching model
Knowledge Base Question Answering (KBQA) has attracted much attention and recently there has been more interest in multi-hop KBQA. In this paper, we propose a novel iterative sequence matching model to address several limitations of previous methods for multi-hop KBQA. Our method iteratively grows t...
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sg-smu-ink.sis_research-59392020-02-27T03:28:02Z Multi-hop knowledge base question answering with an iterative sequence matching model LAN, Yunshi WANG, Shuohang JIANG, Jing Knowledge Base Question Answering (KBQA) has attracted much attention and recently there has been more interest in multi-hop KBQA. In this paper, we propose a novel iterative sequence matching model to address several limitations of previous methods for multi-hop KBQA. Our method iteratively grows the candidate relation paths that may lead to answer entities. The method prunes away less relevant branches and incrementally assigns matching scores to the paths. Empirical results demonstrate that our method can significantly outperform existing methods on three different benchmark datasets. 2019-11-11T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4936 info:doi/10.1109/ICDM.2019.00046 https://ink.library.smu.edu.sg/context/sis_research/article/5939/viewcontent/12_Multi_hop_Knowledge_Base_Question_Answering_with_an_Iterative_Sequence_Matching_Model__ICDM2019_.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University knowledge base question answering sequence matching model multi-hop question answering Computer Sciences |
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knowledge base question answering sequence matching model multi-hop question answering Computer Sciences LAN, Yunshi WANG, Shuohang JIANG, Jing Multi-hop knowledge base question answering with an iterative sequence matching model |
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Knowledge Base Question Answering (KBQA) has attracted much attention and recently there has been more interest in multi-hop KBQA. In this paper, we propose a novel iterative sequence matching model to address several limitations of previous methods for multi-hop KBQA. Our method iteratively grows the candidate relation paths that may lead to answer entities. The method prunes away less relevant branches and incrementally assigns matching scores to the paths. Empirical results demonstrate that our method can significantly outperform existing methods on three different benchmark datasets. |
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LAN, Yunshi WANG, Shuohang JIANG, Jing |
author_facet |
LAN, Yunshi WANG, Shuohang JIANG, Jing |
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LAN, Yunshi |
title |
Multi-hop knowledge base question answering with an iterative sequence matching model |
title_short |
Multi-hop knowledge base question answering with an iterative sequence matching model |
title_full |
Multi-hop knowledge base question answering with an iterative sequence matching model |
title_fullStr |
Multi-hop knowledge base question answering with an iterative sequence matching model |
title_full_unstemmed |
Multi-hop knowledge base question answering with an iterative sequence matching model |
title_sort |
multi-hop knowledge base question answering with an iterative sequence matching model |
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Institutional Knowledge at Singapore Management University |
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2019 |
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https://ink.library.smu.edu.sg/sis_research/4936 https://ink.library.smu.edu.sg/context/sis_research/article/5939/viewcontent/12_Multi_hop_Knowledge_Base_Question_Answering_with_an_Iterative_Sequence_Matching_Model__ICDM2019_.pdf |
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